{'model_name': 'L2_decoder30', 'model_type': 'experimental2', 'num_classes': 19, 'ignore_value': 255, 'pretrained_backbone': False, 'epochs': 250, 'max_epochs': 500, 'resume': False, 'lr': 0.05, 'momentum': 0.9, 'weight_decay': 0.0001, 'class_weight': None, 'bn_weight_decay': False, 'bn_precise_stats': False, 'bn_precise_num_samples': 600, 'lr_scheduler': 'poly', 'poly_power': 0.9, 'warmup_iters': 3000, 'warmup_factor': 0.1, 'mixed_precision': True, 'run': 1, 'RNG_seed': 0, 'loss_type': 'normalized_cross_entropy', 'eval_while_train': True, 'exclude_classes': [14, 15, 16], 'warmup_iter': 10, 'num_iter': 100, 'benchmark_loader': True, 'benchmark_model': True, 'dataset_name': 'cityscapes', 'dataset_dir': 'cityscapes_dataset', 'batch_size': 8, 'train_min_size': 400, 'train_max_size': 1600, 'train_crop_size': [768, 768], 'val_input_size': 1024, 'val_label_size': 1024, 'aug_mode': 'randaug_reduced', 'num_workers': 4, 'class_uniform_pct': 0.5, 'train_split': 'train', 'val_split': 'val', 'max_eval': 600, 'validate_train_loader': False, 'eval_print_every': 10000, 'train_print_every': 60, 'pretrained_path': '', 'save_every_k_epochs': 25, 'save_last_k_epochs': 10, 'save_dir': 'checkpoints', 'log_dir': 'logs', 'save_name': 'L2_decoder30', 'save_best_path': 'checkpoints/L2_decoder30_run1', 'save_latest_path': 'checkpoints/L2_decoder30_latest', 'resume_path': 'checkpoints/L2_decoder30_latest', 'log_path': 'logs/L2_decoder30_run1.txt'}
run: 1
epoch: 0
loss: 0.9999999934129638
dilation rates: [[1.0, 1.01], [1.0, 1.01], [1.02, 1.0], [1.0, 1.0], [1.32, 1.26], [1.36, 1.24], [1.4, 1.28], [1.33, 1.29], [1.31, 1.33], [1.3, 1.03], [1.0, 1.26], [0.99, 1.24]]
IOU: [76.62, 8.76, 48.88, 0.0, 0.0, 0.0, 0.0, 0.0, 42.3, 9.86, 73.04, 0.0, 0.0, 30.46, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 15.26, mIOU_reduced: 18.12, accuracy: 66.42
epoch: 1
loss: 0.9999999910030725
dilation rates: [[1.0, 1.03], [1.0, 1.0], [1.03, 0.99], [0.98, 0.99], [1.67, 1.52], [1.7, 1.53], [1.81, 1.66], [1.72, 1.63], [1.7, 1.71], [1.69, 1.33], [1.31, 1.61], [1.24, 1.58]]
epoch: 2
loss: 0.9999999930916449
dilation rates: [[1.03, 1.0], [1.02, 0.99], [1.02, 1.01], [0.91, 0.92], [1.77, 1.61], [1.9, 1.74], [2.0, 1.9], [1.94, 1.89], [1.98, 1.99], [1.94, 1.58], [1.55, 1.9], [1.47, 1.87]]
epoch: 3
loss: 0.9999999916457102
dilation rates: [[1.04, 1.14], [1.01, 1.05], [1.06, 1.07], [0.92, 0.95], [1.7, 1.63], [1.95, 1.79], [2.55, 1.99], [2.41, 2.06], [2.54, 2.54], [2.48, 1.75], [1.75, 2.38], [1.65, 2.19]]
epoch: 4
loss: 0.9999999910030725
dilation rates: [[1.03, 1.17], [1.01, 1.0], [1.06, 1.05], [0.88, 0.92], [1.61, 1.52], [1.92, 1.74], [2.82, 2.4], [2.71, 2.43], [2.87, 2.92], [2.89, 1.89], [1.93, 2.9], [1.81, 2.78]]
epoch: 5
loss: 0.9999999916457102
dilation rates: [[1.08, 1.25], [1.07, 1.06], [1.1, 1.09], [0.94, 0.96], [1.6, 1.53], [1.89, 1.67], [2.85, 2.51], [2.87, 2.59], [3.2, 3.2], [3.35, 1.97], [2.12, 3.42], [1.93, 3.13]]
epoch: 6
loss: 0.999999991967029
dilation rates: [[1.11, 1.35], [1.08, 1.17], [1.18, 1.15], [1.19, 0.95], [1.52, 1.47], [1.87, 1.63], [2.91, 2.62], [2.98, 2.78], [3.64, 3.61], [3.85, 2.14], [2.4, 3.89], [2.08, 3.79]]
epoch: 7
loss: 0.9999999913243913
dilation rates: [[1.11, 1.39], [1.1, 1.27], [1.21, 1.12], [1.36, 1.11], [1.64, 1.59], [1.96, 1.67], [3.1, 2.71], [3.29, 2.89], [3.84, 3.87], [4.27, 2.31], [2.53, 4.56], [2.26, 4.14]]
epoch: 8
loss: 0.9999999903604349
dilation rates: [[1.08, 1.4], [1.01, 1.16], [1.15, 1.11], [1.37, 1.17], [1.52, 1.5], [1.85, 1.56], [3.4, 2.63], [3.46, 2.82], [3.89, 3.91], [4.67, 2.33], [2.57, 4.86], [2.32, 4.63]]
epoch: 9
loss: 0.9999999908424131
dilation rates: [[1.18, 1.23], [1.01, 1.14], [1.22, 1.03], [1.36, 1.26], [1.53, 1.49], [1.85, 1.53], [3.49, 2.58], [3.51, 2.79], [3.93, 4.16], [4.83, 2.31], [2.61, 5.18], [2.31, 4.93]]
epoch: 10
loss: 0.999999990039116
dilation rates: [[1.06, 1.35], [1.06, 1.11], [1.36, 1.08], [1.25, 1.19], [1.53, 1.49], [1.85, 1.56], [3.68, 2.64], [3.63, 2.82], [3.93, 4.42], [4.97, 2.35], [2.68, 5.79], [2.44, 5.07]]
epoch: 11
loss: 0.9999999910030725
dilation rates: [[1.15, 1.63], [1.14, 1.22], [1.36, 1.21], [1.41, 1.34], [1.57, 1.63], [1.83, 1.57], [3.75, 2.73], [3.72, 2.86], [3.99, 4.62], [5.08, 2.42], [2.74, 5.91], [2.44, 5.59]]
epoch: 12
loss: 0.9999999924490073
dilation rates: [[1.11, 1.42], [1.02, 1.13], [1.29, 1.11], [1.29, 1.29], [1.45, 1.47], [1.79, 1.54], [3.7, 2.66], [3.71, 2.81], [4.22, 4.69], [5.42, 2.38], [2.71, 5.97], [2.41, 5.67]]
epoch: 13
loss: 0.9999999918063696
dilation rates: [[1.22, 1.55], [1.06, 1.16], [1.25, 1.14], [1.39, 1.37], [1.39, 1.4], [1.79, 1.49], [3.69, 2.68], [3.76, 2.73], [4.41, 4.71], [5.62, 2.36], [2.73, 6.52], [2.44, 5.68]]
epoch: 14
loss: 0.9999999922883478
dilation rates: [[1.1, 1.5], [1.08, 1.18], [1.33, 1.13], [1.44, 1.38], [1.6, 1.51], [1.8, 1.54], [3.84, 2.72], [3.82, 2.82], [4.59, 4.81], [5.73, 2.42], [2.75, 6.91], [2.46, 5.81]]
epoch: 15
loss: 0.9999999910030725
dilation rates: [[1.09, 1.54], [1.0, 1.11], [1.34, 1.11], [1.44, 1.39], [1.4, 1.45], [1.74, 1.51], [3.77, 2.68], [3.8, 2.75], [4.63, 4.81], [5.81, 2.38], [2.67, 7.34], [2.43, 5.78]]
epoch: 16
loss: 0.9999999908424131
dilation rates: [[1.14, 1.51], [1.07, 1.17], [1.39, 1.12], [1.45, 1.32], [1.54, 1.45], [1.79, 1.52], [3.82, 2.74], [3.79, 2.76], [4.69, 4.83], [5.84, 2.44], [2.72, 7.61], [2.45, 5.77]]
epoch: 17
loss: 0.9999999942162608
dilation rates: [[1.2, 1.61], [1.06, 1.15], [1.36, 1.09], [1.41, 1.34], [1.44, 1.5], [1.78, 1.43], [3.75, 2.63], [3.74, 2.74], [4.69, 4.79], [5.85, 2.35], [2.65, 7.79], [2.39, 5.81]]
epoch: 18
loss: 0.999999991967029
dilation rates: [[1.07, 1.45], [1.05, 1.03], [1.41, 1.11], [1.45, 1.34], [1.42, 1.43], [1.7, 1.41], [3.75, 2.69], [3.76, 2.71], [4.76, 4.79], [5.88, 2.37], [2.71, 7.88], [2.46, 5.76]]
epoch: 19
loss: 0.9999999914850507
dilation rates: [[1.19, 1.61], [1.0, 1.18], [1.42, 1.04], [1.4, 1.24], [1.43, 1.47], [1.73, 1.43], [3.76, 2.64], [3.69, 2.64], [4.8, 4.86], [5.95, 2.32], [2.66, 7.98], [2.39, 5.78]]
epoch: 20
loss: 0.9999999927703261
dilation rates: [[1.2, 1.66], [1.08, 1.19], [1.33, 1.15], [1.46, 1.49], [1.55, 1.55], [1.73, 1.44], [3.82, 2.68], [3.79, 2.72], [4.78, 4.85], [6.24, 2.35], [2.69, 8.48], [2.4, 5.74]]
epoch: 21
loss: 0.9999999898784565
dilation rates: [[1.04, 1.78], [1.01, 1.04], [1.39, 1.09], [1.37, 1.36], [1.47, 1.53], [1.74, 1.43], [3.76, 2.58], [3.77, 2.67], [4.76, 4.87], [6.46, 2.34], [2.71, 8.71], [2.42, 5.77]]
epoch: 22
loss: 0.9999999926096667
dilation rates: [[1.31, 1.6], [1.04, 1.21], [1.31, 1.03], [1.45, 1.33], [1.39, 1.47], [1.67, 1.44], [3.82, 2.65], [3.8, 2.69], [4.81, 4.87], [6.58, 2.37], [2.75, 8.77], [2.5, 5.84]]
epoch: 23
loss: 0.9999999938949421
dilation rates: [[1.21, 1.68], [1.09, 1.31], [1.43, 1.17], [1.54, 1.45], [1.51, 1.54], [1.73, 1.47], [3.84, 2.67], [3.86, 2.72], [4.85, 4.93], [6.68, 2.39], [2.7, 8.78], [2.42, 5.87]]
epoch: 24
loss: 0.9999999927703261
dilation rates: [[1.21, 1.78], [1.12, 1.18], [1.46, 1.03], [1.4, 1.34], [1.49, 1.48], [1.74, 1.42], [3.77, 2.66], [3.77, 2.65], [4.85, 4.88], [6.73, 2.36], [2.66, 8.81], [2.43, 5.93]]
IOU: [95.47, 66.37, 84.09, 26.12, 35.08, 39.82, 31.07, 40.14, 87.14, 40.44, 88.49, 54.25, 22.99, 84.19, 18.25, 37.64, 25.83, 19.65, 54.38]
mIOU: 50.07, mIOU_reduced: 54.35, accuracy: 91.06
epoch: 25
loss: 0.9999999908424131
dilation rates: [[1.13, 1.76], [1.05, 1.26], [1.46, 1.08], [1.43, 1.36], [1.4, 1.46], [1.69, 1.37], [3.83, 2.66], [3.89, 2.72], [4.89, 4.92], [6.75, 2.37], [2.71, 8.91], [2.45, 5.82]]
epoch: 26
loss: 0.9999999927703261
dilation rates: [[1.15, 1.66], [1.07, 1.11], [1.38, 1.08], [1.33, 1.26], [1.5, 1.46], [1.76, 1.44], [3.82, 2.71], [3.81, 2.72], [4.88, 4.91], [6.81, 2.37], [2.68, 8.92], [2.47, 5.82]]
epoch: 27
loss: 0.9999999924490073
dilation rates: [[1.15, 1.7], [1.11, 1.11], [1.43, 1.17], [1.33, 1.36], [1.38, 1.46], [1.58, 1.36], [3.84, 2.59], [3.8, 2.68], [4.84, 4.87], [6.86, 2.3], [2.62, 8.98], [2.41, 5.81]]
epoch: 28
loss: 0.9999999935736232
dilation rates: [[1.13, 1.63], [1.0, 1.08], [1.43, 1.09], [1.4, 1.46], [1.51, 1.55], [1.65, 1.36], [3.85, 2.66], [3.83, 2.68], [4.9, 4.91], [6.86, 2.32], [2.61, 8.91], [2.32, 5.66]]
epoch: 29
loss: 0.9999999934129638
dilation rates: [[1.14, 1.64], [1.01, 1.17], [1.39, 1.15], [1.35, 1.36], [1.43, 1.46], [1.67, 1.44], [3.79, 2.65], [3.8, 2.7], [4.86, 4.87], [6.85, 2.3], [2.6, 8.86], [2.41, 5.81]]
epoch: 30
loss: 0.999999991967029
dilation rates: [[1.22, 1.58], [1.03, 1.14], [1.42, 1.12], [1.28, 1.25], [1.39, 1.38], [1.66, 1.33], [3.77, 2.69], [3.75, 2.6], [4.86, 4.91], [6.89, 2.31], [2.6, 8.87], [2.39, 5.78]]
epoch: 31
loss: 0.9999999918063696
dilation rates: [[1.17, 1.57], [1.0, 1.13], [1.32, 1.01], [1.4, 1.36], [1.45, 1.48], [1.64, 1.29], [3.75, 2.68], [3.76, 2.6], [4.89, 4.88], [6.9, 2.36], [2.59, 8.92], [2.46, 5.76]]
epoch: 32
loss: 0.9999999914850507
dilation rates: [[1.21, 1.68], [1.02, 1.24], [1.37, 1.1], [1.39, 1.29], [1.41, 1.46], [1.6, 1.33], [3.86, 2.71], [3.82, 2.67], [4.81, 4.91], [6.96, 2.31], [2.62, 9.29], [2.43, 5.8]]
epoch: 33
loss: 0.999999991163732
dilation rates: [[1.12, 1.75], [1.09, 1.25], [1.4, 1.01], [1.31, 1.22], [1.54, 1.51], [1.57, 1.28], [3.74, 2.68], [3.79, 2.63], [4.9, 4.92], [7.0, 2.35], [2.7, 9.55], [2.38, 5.82]]
epoch: 34
loss: 0.9999999908424131
dilation rates: [[1.16, 1.74], [1.02, 1.18], [1.41, 1.2], [1.33, 1.33], [1.51, 1.52], [1.73, 1.41], [3.88, 2.77], [3.85, 2.73], [4.95, 4.98], [7.31, 2.3], [2.68, 9.71], [2.46, 5.88]]
epoch: 35
loss: 0.9999999927703261
dilation rates: [[1.22, 1.73], [0.98, 1.18], [1.39, 1.09], [1.29, 1.29], [1.4, 1.41], [1.6, 1.35], [3.87, 2.67], [3.82, 2.66], [4.93, 5.3], [7.45, 2.29], [2.62, 9.69], [2.4, 5.79]]
epoch: 36
loss: 0.999999991163732
dilation rates: [[1.29, 1.6], [1.04, 1.19], [1.46, 1.1], [1.33, 1.29], [1.34, 1.48], [1.6, 1.27], [3.87, 2.63], [3.77, 2.61], [4.92, 5.45], [7.57, 2.31], [2.61, 9.72], [2.33, 5.84]]
epoch: 37
loss: 0.9999999938949421
dilation rates: [[1.26, 1.77], [1.07, 1.31], [1.41, 1.09], [1.45, 1.39], [1.37, 1.36], [1.6, 1.4], [3.83, 2.67], [3.83, 2.62], [4.94, 5.53], [7.57, 2.35], [2.59, 9.82], [2.4, 5.78]]
epoch: 38
loss: 0.9999999929309855
dilation rates: [[1.07, 1.6], [1.04, 1.2], [1.41, 1.07], [1.48, 1.38], [1.47, 1.43], [1.68, 1.36], [3.84, 2.69], [3.81, 2.66], [5.1, 5.62], [7.58, 2.36], [2.72, 9.71], [2.5, 5.77]]
epoch: 39
loss: 0.9999999914850507
dilation rates: [[1.17, 1.72], [1.04, 1.21], [1.37, 1.11], [1.4, 1.17], [1.47, 1.48], [1.56, 1.28], [3.83, 2.64], [3.85, 2.59], [5.24, 5.55], [7.62, 2.25], [2.6, 9.82], [2.44, 5.75]]
epoch: 40
loss: 0.9999999922883478
dilation rates: [[1.32, 1.72], [1.05, 1.17], [1.43, 1.18], [1.4, 1.32], [1.39, 1.39], [1.68, 1.29], [3.86, 2.71], [3.86, 2.68], [5.33, 5.55], [7.63, 2.29], [2.64, 9.83], [2.39, 5.83]]
epoch: 41
loss: 0.9999999916457102
dilation rates: [[1.24, 1.67], [1.07, 1.27], [1.42, 1.09], [1.28, 1.36], [1.42, 1.49], [1.58, 1.32], [3.86, 2.67], [3.83, 2.66], [5.4, 5.53], [7.69, 2.3], [2.64, 9.88], [2.39, 5.79]]
epoch: 42
loss: 0.9999999913243913
dilation rates: [[1.24, 1.62], [1.0, 1.11], [1.37, 1.07], [1.39, 1.27], [1.48, 1.44], [1.57, 1.35], [3.87, 2.63], [3.76, 2.59], [5.41, 5.56], [7.71, 2.29], [2.58, 9.75], [2.43, 5.8]]
epoch: 43
loss: 0.9999999914850507
dilation rates: [[1.1, 1.68], [1.04, 1.11], [1.36, 1.15], [1.32, 1.3], [1.39, 1.4], [1.63, 1.31], [3.84, 2.73], [3.85, 2.61], [5.41, 5.59], [7.69, 2.31], [2.6, 9.79], [2.47, 5.7]]
epoch: 44
loss: 0.9999999924490073
dilation rates: [[1.09, 1.68], [0.99, 1.09], [1.42, 1.13], [1.32, 1.37], [1.48, 1.47], [1.64, 1.38], [3.85, 2.7], [3.85, 2.65], [5.57, 5.67], [7.81, 2.3], [2.64, 9.93], [2.56, 5.82]]
epoch: 45
loss: 0.9999999908424131
dilation rates: [[1.16, 1.8], [1.04, 1.06], [1.46, 1.14], [1.43, 1.41], [1.45, 1.35], [1.6, 1.38], [3.89, 2.73], [3.83, 2.62], [5.48, 5.6], [7.75, 2.31], [2.58, 9.81], [2.54, 5.74]]
epoch: 46
loss: 0.9999999913243913
dilation rates: [[1.41, 1.78], [1.1, 1.25], [1.4, 1.12], [1.48, 1.37], [1.41, 1.4], [1.6, 1.34], [3.87, 2.72], [3.84, 2.65], [5.52, 5.57], [7.72, 2.35], [2.63, 9.84], [2.38, 5.73]]
epoch: 47
loss: 0.999999991163732
dilation rates: [[1.06, 1.8], [0.99, 1.03], [1.37, 1.14], [1.54, 1.39], [1.5, 1.47], [1.56, 1.3], [3.91, 2.73], [3.87, 2.57], [5.57, 5.56], [7.68, 2.29], [2.68, 9.92], [2.44, 5.71]]
epoch: 48
loss: 0.9999999918063696
dilation rates: [[1.16, 1.8], [1.15, 1.06], [1.38, 0.99], [1.44, 1.41], [1.45, 1.44], [1.52, 1.3], [3.75, 2.71], [3.78, 2.53], [5.51, 5.64], [7.64, 2.3], [2.6, 9.83], [2.37, 5.78]]
epoch: 49
loss: 0.9999999908424131
dilation rates: [[0.99, 1.69], [1.09, 1.18], [1.41, 1.01], [1.34, 1.31], [1.4, 1.45], [1.48, 1.27], [3.85, 2.59], [3.82, 2.53], [5.54, 5.65], [7.7, 2.32], [2.59, 9.87], [2.38, 5.69]]
IOU: [96.6, 74.15, 86.56, 37.69, 37.45, 41.9, 40.98, 55.3, 89.11, 54.45, 91.38, 64.54, 36.41, 87.99, 26.54, 42.83, 1.01, 12.35, 62.12]
mIOU: 54.7, mIOU_reduced: 60.56, accuracy: 92.8
epoch: 50
loss: 0.999999990039116
dilation rates: [[1.48, 1.65], [1.1, 1.2], [1.43, 1.15], [1.26, 1.56], [1.5, 1.46], [1.56, 1.34], [3.85, 2.8], [3.96, 2.63], [5.6, 5.66], [7.67, 2.41], [2.72, 9.8], [2.45, 5.78]]
epoch: 51
loss: 0.9999999918063696
dilation rates: [[1.26, 1.75], [1.07, 1.2], [1.47, 1.13], [1.32, 1.41], [1.52, 1.56], [1.65, 1.29], [3.93, 2.7], [3.93, 2.63], [5.61, 5.7], [7.77, 2.39], [2.65, 10.25], [2.39, 5.76]]
epoch: 52
loss: 0.9999999913243913
dilation rates: [[1.18, 1.89], [1.12, 1.31], [1.42, 1.16], [1.29, 1.36], [1.48, 1.53], [1.61, 1.32], [3.92, 2.78], [3.89, 2.62], [5.63, 5.7], [7.83, 2.35], [2.64, 10.43], [2.46, 5.66]]
epoch: 53
loss: 0.9999999897177971
dilation rates: [[1.22, 1.66], [1.05, 1.13], [1.48, 1.15], [1.47, 1.34], [1.53, 1.51], [1.51, 1.23], [3.9, 2.68], [3.89, 2.66], [5.68, 5.66], [7.75, 2.35], [2.67, 10.51], [2.51, 5.74]]
epoch: 54
loss: 0.9999999927703261
dilation rates: [[1.21, 1.78], [1.09, 1.14], [1.48, 1.13], [1.33, 1.33], [1.49, 1.35], [1.59, 1.35], [4.31, 2.62], [3.8, 2.6], [5.61, 5.68], [7.74, 2.37], [2.59, 10.55], [2.39, 5.69]]
epoch: 55
loss: 0.9999999908424131
dilation rates: [[1.23, 1.7], [1.0, 1.11], [1.42, 1.04], [1.34, 1.39], [1.31, 1.4], [1.51, 1.3], [4.41, 2.72], [3.82, 2.62], [5.63, 5.75], [7.86, 2.29], [2.63, 10.55], [2.41, 5.72]]
epoch: 56
loss: 0.9999999914850507
dilation rates: [[1.1, 1.73], [1.08, 1.12], [1.4, 1.05], [1.36, 1.4], [1.54, 1.47], [1.58, 1.31], [4.43, 2.79], [3.79, 2.65], [5.57, 5.71], [7.87, 2.42], [2.56, 10.61], [2.34, 5.74]]
epoch: 57
loss: 0.9999999910030725
dilation rates: [[1.21, 1.57], [1.12, 1.29], [1.48, 1.15], [1.35, 1.32], [1.51, 1.33], [1.52, 1.32], [4.28, 2.54], [3.77, 2.59], [5.58, 5.61], [7.8, 2.37], [2.62, 10.68], [2.4, 5.67]]
epoch: 58
loss: 0.9999999922883478
dilation rates: [[1.15, 1.82], [1.0, 1.25], [1.37, 0.96], [1.53, 1.44], [1.4, 1.48], [1.56, 1.29], [4.53, 2.78], [3.82, 2.69], [5.58, 5.69], [7.84, 2.32], [2.62, 10.7], [2.42, 5.67]]
epoch: 59
loss: 0.9999999914850507
dilation rates: [[1.33, 1.7], [1.15, 1.34], [1.54, 1.12], [1.35, 1.41], [1.4, 1.51], [1.55, 1.33], [4.46, 2.73], [3.87, 2.58], [5.59, 5.72], [7.8, 2.34], [2.62, 10.56], [2.4, 5.71]]
epoch: 60
loss: 0.9999999918063696
dilation rates: [[1.2, 1.78], [1.08, 1.34], [1.47, 1.01], [1.35, 1.52], [1.5, 1.39], [1.61, 1.27], [4.37, 2.75], [3.87, 2.6], [5.64, 5.69], [7.89, 2.3], [2.61, 10.73], [2.35, 5.75]]
epoch: 61
loss: 0.999999991163732
dilation rates: [[1.29, 1.73], [1.08, 1.12], [1.44, 1.03], [1.29, 1.46], [1.47, 1.46], [1.55, 1.27], [4.48, 2.77], [3.9, 2.65], [5.65, 5.74], [7.89, 2.33], [2.64, 10.63], [2.33, 5.73]]
epoch: 62
loss: 0.9999999895571378
dilation rates: [[1.23, 1.57], [0.98, 1.12], [1.46, 1.16], [1.31, 1.31], [1.4, 1.38], [1.45, 1.27], [4.52, 2.78], [3.92, 2.67], [5.64, 5.77], [7.89, 2.37], [2.54, 10.59], [2.37, 5.66]]
epoch: 63
loss: 0.9999999922883478
dilation rates: [[1.24, 1.64], [0.99, 1.3], [1.4, 1.14], [1.4, 1.25], [1.49, 1.51], [1.6, 1.32], [4.43, 2.7], [3.81, 2.66], [5.6, 5.69], [7.81, 2.33], [2.6, 10.68], [2.37, 5.63]]
epoch: 64
loss: 0.9999999910030725
dilation rates: [[1.33, 1.67], [1.09, 1.25], [1.43, 1.17], [1.37, 1.36], [1.48, 1.51], [1.6, 1.33], [4.55, 2.77], [3.9, 2.71], [5.72, 5.75], [7.89, 2.46], [2.67, 10.74], [2.44, 5.71]]
epoch: 65
loss: 0.9999999889145
dilation rates: [[1.23, 1.61], [1.09, 1.29], [1.37, 1.21], [1.38, 1.32], [1.52, 1.45], [1.55, 1.38], [4.55, 2.71], [3.85, 2.64], [5.71, 5.8], [7.94, 2.35], [2.66, 10.71], [2.36, 5.7]]
epoch: 66
loss: 0.9999999903604349
dilation rates: [[1.12, 1.65], [1.07, 1.16], [1.47, 1.32], [1.33, 1.51], [1.38, 1.49], [1.58, 1.37], [4.63, 2.79], [3.91, 2.65], [5.71, 5.74], [7.9, 2.34], [2.71, 10.63], [2.4, 5.65]]
epoch: 67
loss: 0.9999999927703261
dilation rates: [[1.23, 1.63], [1.02, 1.23], [1.38, 1.0], [1.23, 1.38], [1.38, 1.58], [1.45, 1.28], [4.55, 2.73], [3.88, 2.67], [5.73, 5.79], [7.94, 2.34], [2.61, 10.66], [2.4, 5.84]]
epoch: 68
loss: 0.9999999918063696
dilation rates: [[1.13, 1.86], [1.04, 1.25], [1.38, 1.25], [1.32, 1.43], [1.41, 1.53], [1.59, 1.25], [4.63, 2.83], [3.89, 2.67], [5.67, 5.79], [7.86, 2.33], [2.62, 10.6], [2.48, 5.76]]
epoch: 69
loss: 0.999999990039116
dilation rates: [[1.26, 1.91], [1.02, 1.35], [1.49, 1.09], [1.3, 1.38], [1.5, 1.49], [1.51, 1.32], [4.58, 2.77], [3.86, 2.57], [5.67, 5.74], [7.92, 2.35], [2.67, 10.64], [2.42, 5.7]]
epoch: 70
loss: 0.9999999885931812
dilation rates: [[1.26, 1.82], [1.08, 1.26], [1.59, 1.24], [1.32, 1.5], [1.54, 1.55], [1.53, 1.35], [4.48, 2.78], [4.03, 2.66], [5.65, 5.77], [7.89, 2.34], [2.7, 10.67], [2.41, 5.76]]
epoch: 71
loss: 0.9999999924490073
dilation rates: [[1.11, 1.71], [1.04, 1.16], [1.51, 1.24], [1.37, 1.36], [1.43, 1.44], [1.39, 1.2], [4.56, 2.68], [4.21, 2.57], [5.71, 5.81], [7.92, 2.3], [2.65, 10.57], [2.4, 5.78]]
epoch: 72
loss: 0.9999999895571378
dilation rates: [[1.4, 1.78], [1.1, 1.31], [1.46, 1.26], [1.31, 1.4], [1.41, 1.49], [1.54, 1.21], [4.54, 2.74], [4.29, 2.56], [5.7, 5.72], [7.97, 2.32], [2.6, 10.66], [2.41, 5.77]]
epoch: 73
loss: 0.9999999922883478
dilation rates: [[1.24, 1.74], [1.02, 1.37], [1.37, 1.17], [1.47, 1.47], [1.43, 1.46], [1.52, 1.33], [4.39, 2.71], [4.3, 2.63], [5.65, 5.74], [7.94, 2.4], [2.56, 10.7], [2.41, 5.71]]
epoch: 74
loss: 0.9999999913243913
dilation rates: [[1.18, 1.74], [1.07, 1.3], [1.52, 1.26], [1.43, 1.35], [1.47, 1.52], [1.51, 1.24], [4.48, 2.84], [4.34, 2.71], [5.63, 5.72], [7.89, 2.44], [2.65, 10.63], [2.31, 5.72]]
IOU: [96.85, 74.6, 88.04, 34.88, 46.81, 48.49, 41.75, 61.42, 89.61, 50.01, 92.71, 68.88, 42.96, 90.49, 55.95, 70.13, 54.46, 30.72, 61.89]
mIOU: 63.19, mIOU_reduced: 63.76, accuracy: 93.55
epoch: 75
loss: 0.9999999916457102
dilation rates: [[1.21, 1.76], [1.08, 1.24], [1.62, 1.1], [1.35, 1.34], [1.4, 1.41], [1.46, 1.27], [4.53, 2.72], [4.3, 2.66], [5.72, 5.81], [8.22, 2.33], [2.55, 10.72], [2.43, 5.73]]
epoch: 76
loss: 0.999999991967029
dilation rates: [[1.14, 1.8], [1.07, 1.1], [1.48, 1.19], [1.38, 1.37], [1.51, 1.47], [1.42, 1.29], [4.58, 2.8], [4.29, 2.72], [5.72, 5.82], [8.29, 2.38], [2.64, 10.66], [2.41, 5.66]]
epoch: 77
loss: 0.9999999908424131
dilation rates: [[1.21, 1.67], [1.03, 1.24], [1.48, 1.26], [1.28, 1.44], [1.53, 1.48], [1.46, 1.3], [4.53, 2.8], [4.29, 2.58], [5.73, 5.82], [8.4, 2.25], [2.57, 10.72], [2.43, 5.68]]
epoch: 78
loss: 0.9999999901997754
dilation rates: [[1.35, 1.74], [1.14, 1.32], [1.39, 1.09], [1.49, 1.47], [1.51, 1.5], [1.52, 1.33], [4.55, 2.76], [4.41, 2.66], [5.73, 5.81], [8.47, 2.41], [2.66, 10.77], [2.39, 5.83]]
epoch: 79
loss: 0.9999999910030725
dilation rates: [[1.27, 1.79], [1.06, 1.34], [1.47, 1.07], [1.37, 1.37], [1.48, 1.54], [1.53, 1.27], [4.47, 2.85], [4.39, 2.69], [5.7, 5.83], [8.55, 2.43], [2.64, 10.85], [2.43, 5.63]]
epoch: 80
loss: 0.9999999906817536
dilation rates: [[1.25, 1.78], [1.01, 1.28], [1.54, 1.21], [1.39, 1.41], [1.54, 1.58], [1.47, 1.36], [4.56, 2.84], [4.47, 2.69], [5.79, 5.88], [8.46, 2.4], [2.63, 10.84], [2.42, 5.82]]
epoch: 81
loss: 0.9999999898784565
dilation rates: [[1.23, 1.76], [0.99, 1.32], [1.47, 1.24], [1.39, 1.42], [1.46, 1.48], [1.5, 1.23], [4.62, 2.85], [4.45, 2.64], [5.76, 5.8], [8.43, 2.43], [2.54, 10.72], [2.38, 5.75]]
epoch: 82
loss: 0.9999999910030725
dilation rates: [[1.17, 1.72], [1.08, 1.22], [1.46, 1.23], [1.34, 1.4], [1.47, 1.49], [1.54, 1.31], [4.56, 2.81], [4.4, 2.64], [5.72, 5.83], [8.5, 2.39], [2.58, 10.74], [2.43, 5.75]]
epoch: 83
loss: 0.9999999929309855
dilation rates: [[1.13, 2.05], [1.0, 1.23], [1.44, 1.14], [1.53, 1.34], [1.49, 1.48], [1.52, 1.26], [4.57, 2.8], [4.43, 2.6], [5.78, 5.86], [8.44, 2.31], [2.56, 10.7], [2.37, 5.75]]
epoch: 84
loss: 0.9999999906817536
dilation rates: [[1.23, 2.28], [1.07, 1.3], [1.44, 1.14], [1.4, 1.43], [1.54, 1.64], [1.56, 1.34], [4.53, 2.82], [4.39, 2.7], [5.74, 5.83], [8.56, 2.29], [2.65, 10.78], [2.43, 5.74]]
epoch: 85
loss: 0.9999999916457102
dilation rates: [[1.14, 2.34], [1.14, 1.11], [1.38, 1.1], [1.31, 1.43], [1.33, 1.48], [1.51, 1.26], [4.47, 2.72], [4.48, 2.67], [5.71, 5.81], [8.44, 2.41], [2.6, 10.78], [2.54, 5.79]]
epoch: 86
loss: 0.9999999905210942
dilation rates: [[1.22, 2.17], [1.01, 1.28], [1.59, 1.17], [1.41, 1.43], [1.56, 1.56], [1.43, 1.24], [4.53, 2.88], [4.43, 2.75], [5.77, 5.85], [8.5, 2.4], [2.61, 10.76], [2.43, 5.8]]
epoch: 87
loss: 0.9999999916457102
dilation rates: [[1.12, 2.31], [1.06, 1.28], [1.48, 1.4], [1.29, 1.42], [1.41, 1.42], [1.4, 1.23], [4.53, 2.68], [4.42, 2.57], [5.68, 5.78], [8.47, 2.39], [2.56, 10.71], [2.48, 5.7]]
epoch: 88
loss: 0.999999991163732
dilation rates: [[1.23, 2.34], [1.1, 1.26], [1.45, 1.1], [1.38, 1.26], [1.46, 1.52], [1.47, 1.34], [4.53, 2.81], [4.34, 2.61], [5.76, 5.85], [8.55, 2.38], [2.65, 10.79], [2.53, 5.7]]
epoch: 89
loss: 0.9999999906817536
dilation rates: [[1.18, 2.48], [1.0, 1.3], [1.6, 1.0], [1.47, 1.33], [1.43, 1.62], [1.61, 1.38], [4.55, 2.8], [4.43, 2.59], [5.84, 5.92], [8.54, 2.35], [2.64, 10.7], [2.48, 5.71]]
epoch: 90
loss: 0.9999999898784565
dilation rates: [[1.32, 2.41], [1.15, 1.24], [1.48, 1.08], [1.36, 1.42], [1.39, 1.46], [1.48, 1.2], [4.65, 2.8], [4.39, 2.63], [5.83, 5.95], [8.62, 2.36], [2.65, 10.8], [2.43, 5.77]]
epoch: 91
loss: 0.9999999913243913
dilation rates: [[1.17, 2.38], [1.13, 1.39], [1.5, 1.2], [1.31, 1.48], [1.47, 1.53], [1.53, 1.3], [4.49, 2.83], [4.44, 2.67], [5.76, 5.87], [8.64, 2.35], [2.57, 10.79], [2.47, 5.74]]
epoch: 92
loss: 0.9999999898784565
dilation rates: [[1.1, 2.46], [0.95, 1.16], [1.44, 1.17], [1.3, 1.39], [1.46, 1.45], [1.45, 1.4], [4.5, 2.73], [4.45, 2.71], [5.83, 5.84], [8.62, 2.46], [2.59, 10.82], [2.43, 5.8]]
epoch: 93
loss: 0.9999999914850507
dilation rates: [[1.33, 2.57], [1.06, 1.27], [1.57, 1.17], [1.39, 1.46], [1.4, 1.5], [1.45, 1.38], [4.52, 2.81], [4.42, 2.64], [5.82, 5.88], [8.58, 2.36], [2.59, 10.81], [2.43, 5.83]]
epoch: 94
loss: 0.9999999897177971
dilation rates: [[1.28, 2.34], [1.18, 1.27], [1.54, 1.2], [1.32, 1.39], [1.58, 1.57], [1.6, 1.31], [4.56, 2.79], [4.44, 2.65], [5.79, 5.82], [8.62, 2.35], [2.6, 10.78], [2.44, 5.66]]
epoch: 95
loss: 0.999999991163732
dilation rates: [[1.27, 2.39], [1.01, 1.2], [1.58, 1.18], [1.42, 1.32], [1.43, 1.5], [1.54, 1.28], [4.55, 2.71], [4.35, 2.56], [5.78, 5.82], [8.53, 2.37], [2.58, 10.68], [2.46, 5.73]]
epoch: 96
loss: 0.9999999901997754
dilation rates: [[1.45, 2.43], [1.06, 1.22], [1.6, 1.22], [1.43, 1.39], [1.54, 1.59], [1.49, 1.39], [4.58, 2.85], [4.32, 2.57], [5.77, 5.84], [8.53, 2.41], [2.61, 10.78], [2.43, 5.72]]
epoch: 97
loss: 0.9999999918063696
dilation rates: [[1.39, 2.28], [1.18, 1.22], [1.49, 1.13], [1.38, 1.47], [1.55, 1.47], [1.53, 1.23], [4.54, 2.89], [4.29, 2.61], [5.85, 5.9], [8.55, 2.29], [2.66, 10.76], [2.48, 5.72]]
epoch: 98
loss: 0.9999999890751594
dilation rates: [[1.4, 2.59], [1.05, 1.31], [1.59, 1.18], [1.41, 1.41], [1.54, 1.52], [1.62, 1.3], [4.63, 2.86], [4.45, 2.79], [5.83, 5.81], [8.51, 2.49], [2.69, 10.68], [2.42, 5.77]]
epoch: 99
loss: 0.9999999927703261
dilation rates: [[1.38, 2.44], [1.12, 1.35], [1.49, 1.16], [1.32, 1.47], [1.57, 1.58], [1.56, 1.33], [4.51, 2.77], [4.43, 2.6], [5.91, 5.84], [8.56, 2.4], [2.55, 10.84], [2.47, 5.8]]
IOU: [96.99, 76.69, 88.01, 31.08, 48.97, 50.98, 51.99, 55.16, 90.34, 57.62, 92.79, 65.95, 34.9, 91.0, 49.81, 73.19, 58.06, 35.35, 63.62]
mIOU: 63.82, mIOU_reduced: 64.47, accuracy: 93.72
epoch: 100
loss: 0.9999999890751594
dilation rates: [[1.21, 2.49], [1.11, 1.18], [1.43, 1.05], [1.43, 1.39], [1.56, 1.33], [1.49, 1.4], [4.65, 2.92], [4.47, 2.75], [5.96, 5.82], [8.57, 2.39], [2.67, 10.73], [2.5, 5.73]]
epoch: 101
loss: 0.9999999922883478
dilation rates: [[1.3, 2.53], [1.12, 1.21], [1.43, 1.18], [1.4, 1.31], [1.58, 1.63], [1.48, 1.37], [4.62, 2.83], [4.41, 2.6], [5.88, 5.95], [8.66, 2.38], [2.62, 10.86], [2.49, 5.74]]
epoch: 102
loss: 0.9999999914850507
dilation rates: [[1.27, 2.42], [1.13, 1.31], [1.61, 1.13], [1.33, 1.43], [1.46, 1.35], [1.43, 1.28], [4.63, 2.92], [4.4, 2.69], [5.95, 6.22], [8.61, 2.35], [2.6, 10.73], [2.44, 5.73]]
epoch: 103
loss: 0.9999999898784565
dilation rates: [[1.41, 2.54], [1.11, 1.24], [1.5, 1.33], [1.3, 1.45], [1.42, 1.61], [1.55, 1.37], [4.57, 2.89], [4.45, 2.63], [5.85, 6.41], [8.57, 2.32], [2.61, 10.67], [2.47, 5.77]]
epoch: 104
loss: 0.9999999910030725
dilation rates: [[1.08, 2.46], [1.05, 1.26], [1.41, 1.17], [1.41, 1.47], [1.44, 1.38], [1.48, 1.27], [4.55, 2.84], [4.55, 2.61], [5.85, 6.52], [8.68, 2.38], [2.64, 10.88], [2.45, 5.71]]
epoch: 105
loss: 0.9999999937342826
dilation rates: [[1.29, 2.56], [1.08, 1.16], [1.47, 1.24], [1.46, 1.38], [1.46, 1.44], [1.42, 1.26], [4.61, 2.79], [4.47, 2.65], [5.77, 6.54], [8.55, 2.37], [2.6, 10.83], [2.42, 5.61]]
epoch: 106
loss: 0.999999991967029
dilation rates: [[1.1, 2.52], [1.09, 1.25], [1.38, 1.13], [1.41, 1.45], [1.5, 1.46], [1.44, 1.17], [4.65, 2.84], [4.46, 2.57], [5.73, 6.56], [8.57, 2.38], [2.62, 10.86], [2.39, 5.73]]
epoch: 107
loss: 0.999999991163732
dilation rates: [[1.27, 2.53], [1.08, 1.41], [1.5, 1.23], [1.31, 1.38], [1.56, 1.57], [1.52, 1.3], [4.66, 2.87], [4.57, 2.7], [5.69, 6.6], [8.67, 2.37], [2.59, 10.92], [2.43, 5.74]]
epoch: 108
loss: 0.9999999913243913
dilation rates: [[1.3, 2.39], [1.09, 1.36], [1.48, 1.28], [1.25, 1.45], [1.53, 1.45], [1.54, 1.41], [4.63, 2.8], [4.51, 2.66], [5.84, 6.74], [8.66, 2.4], [2.61, 10.81], [2.41, 5.81]]
epoch: 109
loss: 0.999999991163732
dilation rates: [[1.2, 2.5], [1.14, 1.22], [1.39, 1.11], [1.44, 1.47], [1.64, 1.6], [1.61, 1.34], [4.58, 2.81], [4.62, 2.75], [5.75, 6.66], [8.66, 2.46], [2.65, 10.77], [2.53, 5.7]]
epoch: 110
loss: 0.9999999897177971
dilation rates: [[1.25, 2.55], [1.01, 1.17], [1.48, 1.21], [1.4, 1.38], [1.5, 1.53], [1.5, 1.39], [4.56, 2.78], [4.46, 2.66], [5.69, 6.69], [8.71, 2.39], [2.55, 10.71], [2.43, 5.74]]
epoch: 111
loss: 0.999999991967029
dilation rates: [[1.25, 2.6], [1.14, 1.13], [1.5, 1.12], [1.49, 1.31], [1.43, 1.47], [1.47, 1.24], [4.66, 2.84], [4.46, 2.65], [5.65, 6.59], [8.67, 2.39], [2.59, 10.8], [2.39, 5.6]]
epoch: 112
loss: 0.9999999905210942
dilation rates: [[1.43, 2.58], [1.1, 1.22], [1.48, 1.23], [1.44, 1.35], [1.6, 1.57], [1.56, 1.33], [4.72, 2.85], [4.53, 2.75], [5.72, 6.64], [8.74, 2.34], [2.64, 10.83], [2.48, 5.62]]
epoch: 113
loss: 0.9999999930916449
dilation rates: [[1.25, 2.63], [1.19, 1.26], [1.59, 1.11], [1.39, 1.38], [1.54, 1.53], [1.44, 1.27], [4.63, 2.89], [4.47, 2.68], [5.72, 6.7], [8.59, 2.45], [2.67, 10.72], [2.54, 5.77]]
epoch: 114
loss: 0.9999999932523044
dilation rates: [[1.33, 2.54], [1.28, 1.3], [1.49, 1.13], [1.53, 1.42], [1.63, 1.49], [1.55, 1.34], [4.69, 2.9], [4.54, 2.67], [5.84, 6.69], [8.59, 2.38], [2.63, 10.78], [2.46, 5.68]]
epoch: 115
loss: 0.9999999890751594
dilation rates: [[1.47, 2.54], [1.14, 1.25], [1.48, 1.14], [1.3, 1.45], [1.56, 1.63], [1.47, 1.33], [4.69, 2.88], [4.5, 2.68], [5.77, 6.75], [8.69, 2.38], [2.76, 10.9], [2.49, 5.71]]
epoch: 116
loss: 0.9999999918063696
dilation rates: [[1.25, 2.45], [1.19, 1.32], [1.44, 1.21], [1.33, 1.47], [1.51, 1.5], [1.4, 1.25], [4.59, 2.81], [4.43, 2.58], [5.73, 6.62], [8.69, 2.37], [2.46, 10.84], [2.37, 5.64]]
epoch: 117
loss: 0.9999999914850507
dilation rates: [[1.39, 2.61], [1.14, 1.21], [1.54, 1.08], [1.34, 1.4], [1.55, 1.53], [1.55, 1.29], [4.52, 2.82], [4.5, 2.68], [5.78, 6.72], [8.64, 2.5], [2.73, 10.82], [2.51, 5.72]]
epoch: 118
loss: 0.9999999938949421
dilation rates: [[1.22, 2.58], [1.09, 1.35], [1.45, 1.2], [1.4, 1.21], [1.47, 1.47], [1.46, 1.4], [4.6, 2.81], [4.55, 2.69], [5.83, 6.76], [8.57, 2.34], [2.58, 10.86], [2.49, 5.78]]
epoch: 119
loss: 0.999999991967029
dilation rates: [[1.31, 2.69], [1.18, 1.24], [1.53, 1.21], [1.38, 1.41], [1.52, 1.42], [1.47, 1.31], [4.61, 2.81], [4.51, 2.69], [5.87, 6.77], [8.6, 2.38], [2.61, 10.79], [2.49, 5.65]]
epoch: 120
loss: 0.9999999916457102
dilation rates: [[1.31, 2.59], [1.09, 1.32], [1.51, 1.15], [1.31, 1.36], [1.48, 1.56], [1.32, 1.27], [4.65, 2.85], [4.54, 2.8], [5.82, 6.72], [8.59, 2.38], [2.62, 10.85], [2.42, 5.68]]
epoch: 121
loss: 0.9999999906817536
dilation rates: [[1.25, 2.52], [1.1, 1.29], [1.47, 1.04], [1.4, 1.44], [1.58, 1.54], [1.41, 1.32], [4.73, 2.85], [4.56, 2.69], [5.84, 6.77], [8.59, 2.36], [2.6, 10.81], [2.48, 5.67]]
epoch: 122
loss: 0.9999999913243913
dilation rates: [[1.3, 2.44], [1.15, 1.29], [1.55, 1.06], [1.38, 1.35], [1.51, 1.4], [1.55, 1.35], [4.66, 2.86], [4.54, 2.72], [5.81, 6.7], [8.62, 2.37], [2.58, 10.79], [2.43, 5.74]]
epoch: 123
loss: 0.9999999898784565
dilation rates: [[1.35, 2.6], [1.07, 1.11], [1.43, 1.25], [1.31, 1.29], [1.5, 1.45], [1.46, 1.28], [4.7, 2.93], [4.5, 2.71], [5.97, 6.88], [8.67, 2.39], [2.61, 10.78], [2.4, 5.75]]
epoch: 124
loss: 0.9999999918063696
dilation rates: [[1.32, 2.61], [0.98, 1.34], [1.51, 1.17], [1.38, 1.4], [1.53, 1.51], [1.45, 1.27], [4.71, 2.89], [4.51, 2.61], [5.83, 6.74], [8.54, 2.33], [2.65, 10.8], [2.38, 5.73]]
IOU: [97.14, 78.51, 88.72, 24.24, 42.08, 49.75, 46.08, 65.4, 90.06, 57.08, 92.48, 71.5, 47.35, 91.32, 52.11, 62.4, 56.24, 42.01, 63.23]
mIOU: 64.09, mIOU_reduced: 65.43, accuracy: 93.97
epoch: 125
loss: 0.9999999929309855
dilation rates: [[1.36, 2.6], [1.05, 1.33], [1.46, 1.02], [1.29, 1.44], [1.7, 1.67], [1.56, 1.32], [4.76, 2.83], [4.59, 2.7], [5.76, 6.79], [8.63, 2.38], [2.63, 10.82], [2.53, 5.8]]
epoch: 126
loss: 0.9999999927703261
dilation rates: [[1.43, 2.45], [1.18, 1.17], [1.54, 1.09], [1.39, 1.45], [1.58, 1.47], [1.49, 1.29], [4.75, 2.95], [4.5, 2.65], [5.76, 6.77], [8.68, 2.42], [2.61, 10.81], [2.4, 5.7]]
epoch: 127
loss: 0.9999999913243913
dilation rates: [[1.39, 2.44], [1.08, 1.32], [1.47, 1.16], [1.32, 1.44], [1.5, 1.51], [1.48, 1.19], [4.59, 2.88], [4.42, 2.61], [5.67, 6.73], [8.67, 2.42], [2.55, 10.81], [2.4, 5.61]]
epoch: 128
loss: 0.9999999938949421
dilation rates: [[1.25, 2.5], [1.24, 1.3], [1.55, 1.29], [1.3, 1.41], [1.59, 1.57], [1.53, 1.37], [4.59, 2.81], [4.55, 2.69], [5.77, 6.77], [8.71, 2.41], [2.57, 10.74], [2.48, 5.65]]
epoch: 129
loss: 0.9999999916457102
dilation rates: [[1.34, 2.61], [0.99, 1.34], [1.56, 1.14], [1.38, 1.4], [1.54, 1.57], [1.43, 1.25], [4.52, 2.74], [4.57, 2.63], [5.79, 6.69], [8.63, 2.37], [2.62, 10.8], [2.46, 5.59]]
epoch: 130
loss: 0.9999999901997754
dilation rates: [[1.24, 2.6], [0.99, 1.33], [1.56, 1.16], [1.26, 1.37], [1.49, 1.57], [1.49, 1.29], [4.61, 2.81], [4.5, 2.63], [5.77, 6.8], [8.65, 2.41], [2.63, 10.82], [2.43, 5.59]]
epoch: 131
loss: 0.9999999943769203
dilation rates: [[1.35, 2.58], [1.13, 1.12], [1.65, 1.27], [1.51, 1.43], [1.59, 1.49], [1.5, 1.33], [4.81, 2.89], [4.57, 2.8], [5.82, 6.77], [8.71, 2.48], [2.64, 10.85], [2.51, 5.81]]
epoch: 132
loss: 0.9999999930916449
dilation rates: [[1.28, 2.67], [1.02, 1.25], [1.45, 1.12], [1.32, 1.45], [1.6, 1.56], [1.4, 1.33], [4.55, 2.78], [4.52, 2.72], [5.77, 6.76], [8.68, 2.38], [2.5, 10.85], [2.45, 5.64]]
epoch: 133
loss: 0.999999990039116
dilation rates: [[1.33, 2.46], [0.97, 1.37], [1.44, 1.04], [1.16, 1.25], [1.44, 1.42], [1.42, 1.28], [4.7, 2.8], [4.52, 2.69], [5.76, 6.8], [8.68, 2.38], [2.59, 10.83], [2.44, 5.71]]
epoch: 134
loss: 0.999999991967029
dilation rates: [[1.33, 2.5], [1.18, 1.34], [1.48, 1.26], [1.48, 1.49], [1.5, 1.49], [1.4, 1.28], [4.58, 2.78], [4.54, 2.57], [5.75, 6.78], [8.59, 2.33], [2.59, 10.72], [2.49, 5.67]]
epoch: 135
loss: 0.9999999921276884
dilation rates: [[1.27, 2.58], [1.11, 1.04], [1.59, 1.18], [1.36, 1.41], [1.48, 1.44], [1.37, 1.35], [4.63, 2.89], [4.57, 2.7], [5.8, 6.79], [8.6, 2.35], [2.52, 10.8], [2.47, 5.72]]
epoch: 136
loss: 0.9999999913243913
dilation rates: [[1.28, 2.5], [1.05, 1.33], [1.46, 1.14], [1.42, 1.42], [1.45, 1.5], [1.48, 1.27], [4.68, 2.86], [4.53, 2.69], [5.81, 6.73], [8.64, 2.37], [2.55, 10.74], [2.42, 5.77]]
epoch: 137
loss: 0.999999991967029
dilation rates: [[1.07, 2.44], [1.12, 1.25], [1.53, 1.19], [1.38, 1.29], [1.48, 1.43], [1.38, 1.3], [4.58, 2.89], [4.48, 2.62], [5.79, 6.75], [8.65, 2.44], [2.7, 10.78], [2.43, 5.72]]
epoch: 138
loss: 0.9999999913243913
dilation rates: [[1.27, 2.62], [0.99, 1.21], [1.55, 1.13], [1.28, 1.38], [1.49, 1.55], [1.39, 1.28], [4.63, 3.19], [4.59, 2.72], [5.73, 6.72], [8.63, 2.38], [2.59, 10.62], [2.47, 5.73]]
epoch: 139
loss: 0.9999999921276884
dilation rates: [[1.31, 2.51], [1.03, 1.23], [1.47, 0.99], [1.29, 1.25], [1.49, 1.51], [1.5, 1.29], [4.59, 3.29], [4.52, 2.61], [5.72, 6.83], [8.66, 2.33], [2.53, 10.74], [2.33, 5.66]]
epoch: 140
loss: 0.9999999924490073
dilation rates: [[1.35, 2.51], [1.08, 1.24], [1.54, 1.15], [1.35, 1.36], [1.54, 1.51], [1.48, 1.24], [4.64, 3.38], [4.62, 2.72], [5.74, 6.8], [8.67, 2.42], [2.6, 10.77], [2.54, 5.67]]
epoch: 141
loss: 0.9999999913243913
dilation rates: [[1.22, 2.5], [1.06, 1.33], [1.5, 1.08], [1.38, 1.37], [1.54, 1.52], [1.53, 1.29], [4.52, 3.41], [4.56, 2.71], [5.68, 6.8], [8.6, 2.39], [2.54, 10.69], [2.43, 5.74]]
epoch: 142
loss: 0.9999999913243913
dilation rates: [[1.37, 2.56], [1.12, 1.4], [1.48, 1.12], [1.47, 1.44], [1.49, 1.46], [1.54, 1.31], [4.47, 3.34], [4.55, 2.66], [5.67, 6.79], [8.67, 2.39], [2.6, 10.72], [2.52, 5.61]]
epoch: 143
loss: 0.9999999908424131
dilation rates: [[1.42, 2.42], [1.09, 1.39], [1.48, 1.11], [1.31, 1.49], [1.52, 1.39], [1.39, 1.31], [4.57, 3.4], [4.61, 2.61], [5.85, 6.98], [8.66, 2.36], [2.6, 10.82], [2.41, 5.71]]
epoch: 144
loss: 0.9999999910030725
dilation rates: [[1.48, 2.53], [1.21, 1.31], [1.42, 1.22], [1.38, 1.34], [1.56, 1.6], [1.39, 1.41], [4.64, 3.37], [4.54, 2.6], [5.95, 6.87], [8.71, 2.42], [2.57, 10.81], [2.39, 5.67]]
epoch: 145
loss: 0.9999999922883478
dilation rates: [[1.28, 2.5], [1.08, 1.27], [1.47, 0.97], [1.43, 1.38], [1.59, 1.58], [1.43, 1.3], [4.51, 3.35], [4.5, 2.67], [5.9, 6.83], [8.76, 2.44], [2.53, 10.76], [2.48, 5.68]]
epoch: 146
loss: 0.9999999930916449
dilation rates: [[1.3, 2.49], [0.99, 1.38], [1.58, 1.13], [1.28, 1.32], [1.61, 1.78], [1.54, 1.35], [4.76, 3.5], [4.55, 2.81], [5.86, 6.89], [8.71, 2.41], [2.74, 10.8], [2.65, 5.76]]
epoch: 147
loss: 0.9999999913243913
dilation rates: [[1.33, 2.7], [1.03, 1.28], [1.64, 1.16], [1.33, 1.42], [1.62, 1.55], [1.43, 1.28], [4.49, 3.35], [4.47, 2.7], [5.72, 6.87], [8.58, 2.46], [2.62, 10.73], [2.54, 5.67]]
epoch: 148
loss: 0.999999990039116
dilation rates: [[1.31, 2.49], [1.15, 1.31], [1.46, 1.01], [1.31, 1.44], [1.4, 1.48], [1.44, 1.23], [4.64, 3.44], [4.59, 2.58], [5.81, 6.88], [8.62, 2.33], [2.47, 10.76], [2.41, 5.68]]
epoch: 149
loss: 0.9999999938949421
dilation rates: [[1.49, 2.59], [1.03, 1.25], [1.55, 1.16], [1.3, 1.5], [1.5, 1.6], [1.53, 1.21], [4.61, 3.32], [4.6, 2.65], [5.89, 6.93], [8.71, 2.41], [2.58, 10.91], [2.45, 5.76]]
IOU: [96.88, 75.82, 87.87, 29.96, 41.96, 46.83, 49.88, 68.08, 89.22, 55.98, 92.66, 67.22, 39.83, 90.57, 48.33, 67.69, 59.87, 30.52, 64.21]
mIOU: 63.34, mIOU_reduced: 64.22, accuracy: 93.55
epoch: 150
loss: 0.9999999927703261
dilation rates: [[1.3, 2.56], [1.1, 1.21], [1.5, 1.12], [1.44, 1.47], [1.54, 1.57], [1.45, 1.26], [4.73, 3.4], [4.51, 2.66], [5.83, 6.87], [8.72, 2.33], [2.58, 10.83], [2.45, 5.67]]
epoch: 151
loss: 0.9999999913243913
dilation rates: [[1.18, 2.6], [1.03, 1.41], [1.55, 1.26], [1.39, 1.45], [1.61, 1.53], [1.43, 1.4], [4.76, 3.37], [4.59, 2.77], [5.82, 6.84], [8.67, 2.45], [2.62, 10.81], [2.5, 5.69]]
epoch: 152
loss: 0.9999999908424131
dilation rates: [[1.29, 2.57], [1.04, 1.18], [1.51, 1.16], [1.43, 1.38], [1.56, 1.48], [1.47, 1.32], [4.73, 3.47], [4.61, 2.72], [5.82, 6.83], [8.66, 2.48], [2.7, 10.85], [2.45, 5.72]]
epoch: 153
loss: 0.9999999918063696
dilation rates: [[1.21, 2.53], [1.08, 1.19], [1.52, 1.2], [1.32, 1.27], [1.52, 1.4], [1.39, 1.17], [4.66, 3.37], [4.48, 2.62], [5.87, 6.85], [8.63, 2.35], [2.5, 10.83], [2.36, 5.58]]
epoch: 154
loss: 0.9999999921276884
dilation rates: [[1.19, 2.58], [1.29, 1.39], [1.58, 1.16], [1.14, 1.44], [1.59, 1.66], [1.44, 1.35], [4.76, 3.39], [4.59, 2.75], [5.81, 6.87], [8.63, 2.48], [2.63, 10.94], [2.44, 5.73]]
epoch: 155
loss: 0.9999999935736232
dilation rates: [[1.34, 2.57], [1.12, 1.36], [1.62, 1.07], [1.31, 1.36], [1.59, 1.54], [1.48, 1.37], [4.58, 3.5], [4.51, 2.67], [5.75, 6.86], [8.63, 2.35], [2.52, 10.84], [2.39, 5.71]]
epoch: 156
loss: 0.9999999918063696
dilation rates: [[1.35, 2.62], [1.22, 1.28], [1.43, 1.09], [1.3, 1.3], [1.58, 1.58], [1.49, 1.35], [4.65, 3.37], [4.47, 2.67], [5.74, 6.88], [8.66, 2.36], [2.61, 10.85], [2.5, 5.67]]
epoch: 157
loss: 0.9999999913243913
dilation rates: [[1.41, 2.57], [1.23, 1.49], [1.48, 1.12], [1.26, 1.35], [1.71, 1.62], [1.47, 1.21], [4.7, 3.54], [4.63, 2.8], [5.82, 6.89], [8.67, 2.45], [2.67, 10.91], [2.48, 5.68]]
epoch: 158
loss: 0.9999999918063696
dilation rates: [[1.35, 2.56], [1.24, 1.25], [1.55, 1.09], [1.27, 1.31], [1.56, 1.54], [1.47, 1.29], [4.59, 3.49], [4.6, 2.7], [5.78, 6.85], [8.66, 2.36], [2.54, 10.86], [2.42, 5.69]]
epoch: 159
loss: 0.9999999908424131
dilation rates: [[1.31, 2.57], [0.98, 1.17], [1.52, 1.14], [1.39, 1.49], [1.5, 1.5], [1.46, 1.26], [4.61, 3.42], [4.54, 2.72], [5.81, 6.87], [8.74, 2.37], [2.5, 10.77], [2.42, 5.72]]
epoch: 160
loss: 0.9999999926096667
dilation rates: [[1.35, 2.63], [1.07, 1.43], [1.57, 1.14], [1.33, 1.52], [1.59, 1.46], [1.49, 1.33], [4.66, 3.45], [4.6, 2.77], [5.78, 6.85], [8.63, 2.31], [2.56, 10.75], [2.53, 5.69]]
epoch: 161
loss: 0.9999999930916449
dilation rates: [[1.26, 2.71], [1.2, 1.26], [1.6, 1.18], [1.41, 1.38], [1.47, 1.56], [1.42, 1.27], [4.62, 3.42], [4.46, 2.7], [5.85, 6.79], [8.76, 2.42], [2.61, 10.8], [2.51, 5.62]]
epoch: 162
loss: 0.9999999914850507
dilation rates: [[1.33, 2.62], [1.13, 1.36], [1.46, 1.16], [1.39, 1.33], [1.58, 1.48], [1.45, 1.22], [4.72, 3.44], [4.57, 2.72], [5.8, 6.88], [8.76, 2.39], [2.57, 10.84], [2.41, 5.73]]
epoch: 163
loss: 0.9999999921276884
dilation rates: [[1.29, 2.47], [1.14, 1.35], [1.53, 1.08], [1.24, 1.49], [1.59, 1.45], [1.48, 1.31], [4.74, 3.51], [4.57, 2.67], [5.78, 6.87], [8.68, 2.39], [2.49, 10.77], [2.51, 5.58]]
epoch: 164
loss: 0.9999999922883478
dilation rates: [[1.29, 2.63], [1.14, 1.26], [1.46, 1.11], [1.47, 1.48], [1.54, 1.48], [1.43, 1.35], [4.71, 3.55], [4.6, 2.72], [5.81, 6.96], [8.69, 2.42], [2.61, 10.74], [2.49, 5.58]]
epoch: 165
loss: 0.9999999916457102
dilation rates: [[1.3, 2.53], [1.19, 1.27], [1.55, 1.17], [1.43, 1.35], [1.54, 1.5], [1.44, 1.32], [4.7, 3.49], [4.62, 2.63], [5.77, 6.86], [8.72, 2.44], [2.51, 10.81], [2.45, 5.59]]
epoch: 166
loss: 0.9999999905210942
dilation rates: [[1.3, 2.53], [1.14, 1.38], [1.55, 1.02], [1.25, 1.23], [1.48, 1.6], [1.46, 1.26], [4.74, 3.46], [4.59, 2.69], [5.83, 6.87], [8.68, 2.34], [2.62, 10.77], [2.43, 5.66]]
epoch: 167
loss: 0.999999991163732
dilation rates: [[1.43, 2.65], [1.24, 1.26], [1.65, 0.96], [1.35, 1.51], [1.62, 1.5], [1.39, 1.4], [4.7, 3.45], [4.55, 2.75], [5.91, 7.09], [8.71, 2.31], [2.54, 10.83], [2.56, 5.63]]
epoch: 168
loss: 0.999999990039116
dilation rates: [[1.31, 2.62], [1.09, 1.27], [1.59, 1.09], [1.44, 1.24], [1.7, 1.62], [1.47, 1.34], [4.8, 3.54], [4.56, 2.68], [5.87, 7.22], [8.74, 2.39], [2.58, 10.77], [2.5, 5.68]]
epoch: 169
loss: 0.9999999910030725
dilation rates: [[1.26, 2.69], [1.16, 1.24], [1.5, 1.16], [1.43, 1.41], [1.52, 1.55], [1.39, 1.12], [4.68, 3.48], [4.59, 2.74], [5.92, 7.36], [8.65, 2.34], [2.55, 10.74], [2.43, 5.71]]
epoch: 170
loss: 0.9999999934129638
dilation rates: [[1.32, 2.5], [1.12, 1.3], [1.54, 1.25], [1.51, 1.52], [1.53, 1.56], [1.44, 1.39], [4.65, 3.36], [4.59, 2.69], [5.95, 7.42], [8.75, 2.49], [2.54, 10.71], [2.59, 5.73]]
epoch: 171
loss: 0.9999999901997754
dilation rates: [[1.33, 2.61], [1.1, 1.16], [1.59, 1.08], [1.45, 1.38], [1.56, 1.53], [1.46, 1.29], [4.71, 3.37], [4.55, 2.68], [5.92, 7.45], [8.74, 2.47], [2.56, 10.75], [2.41, 5.69]]
epoch: 172
loss: 0.9999999940556015
dilation rates: [[1.38, 2.69], [1.24, 1.37], [1.52, 1.24], [1.39, 1.48], [1.63, 1.59], [1.48, 1.32], [4.64, 3.49], [4.59, 2.74], [5.86, 7.47], [8.72, 2.46], [2.62, 10.87], [2.52, 5.68]]
epoch: 173
loss: 0.9999999935736232
dilation rates: [[1.28, 2.65], [1.18, 1.33], [1.54, 1.2], [1.3, 1.47], [1.59, 1.66], [1.5, 1.29], [4.74, 3.44], [4.52, 2.68], [5.93, 7.48], [8.69, 2.49], [2.6, 10.83], [2.53, 5.63]]
epoch: 174
loss: 0.9999999926096667
dilation rates: [[1.48, 2.67], [1.08, 1.26], [1.57, 1.18], [1.4, 1.35], [1.6, 1.57], [1.42, 1.3], [4.7, 3.59], [4.58, 2.68], [5.89, 7.47], [8.79, 2.43], [2.53, 10.83], [2.4, 5.78]]
IOU: [97.37, 78.93, 89.84, 48.48, 51.47, 50.48, 54.36, 66.53, 90.77, 56.47, 93.73, 72.74, 47.68, 91.34, 37.73, 74.86, 59.95, 37.22, 68.01]
mIOU: 66.73, mIOU_reduced: 68.46, accuracy: 94.48
epoch: 175
loss: 0.9999999901997754
dilation rates: [[1.33, 2.61], [0.98, 1.22], [1.5, 1.16], [1.37, 1.38], [1.59, 1.55], [1.42, 1.3], [4.7, 3.54], [4.61, 2.66], [5.89, 7.49], [8.75, 2.39], [2.49, 10.81], [2.37, 5.7]]
epoch: 176
loss: 0.9999999916457102
dilation rates: [[1.15, 2.54], [1.17, 1.28], [1.44, 0.98], [1.33, 1.32], [1.55, 1.43], [1.38, 1.29], [4.64, 3.43], [4.55, 2.64], [5.78, 7.44], [8.72, 2.38], [2.48, 10.78], [2.38, 5.68]]
epoch: 177
loss: 0.999999991967029
dilation rates: [[1.26, 2.46], [1.14, 1.36], [1.42, 1.12], [1.42, 1.42], [1.61, 1.62], [1.49, 1.33], [4.72, 3.54], [4.61, 2.56], [5.84, 7.38], [8.7, 2.33], [2.59, 10.77], [2.43, 5.64]]
epoch: 178
loss: 0.9999999929309855
dilation rates: [[1.3, 2.55], [1.29, 1.33], [1.52, 1.2], [1.37, 1.39], [1.54, 1.58], [1.45, 1.43], [4.73, 3.44], [4.55, 2.68], [5.83, 7.41], [8.66, 2.43], [2.55, 10.67], [2.45, 5.65]]
epoch: 179
loss: 0.9999999922883478
dilation rates: [[1.42, 2.75], [1.03, 1.29], [1.5, 1.01], [1.41, 1.43], [1.64, 1.58], [1.48, 1.34], [4.76, 3.53], [4.55, 2.72], [5.86, 7.51], [8.8, 2.5], [2.62, 10.82], [2.61, 5.73]]
epoch: 180
loss: 0.999999991967029
dilation rates: [[1.39, 2.5], [1.17, 1.35], [1.51, 1.28], [1.41, 1.44], [1.6, 1.64], [1.42, 1.31], [4.83, 3.55], [4.62, 2.73], [5.91, 7.54], [8.79, 2.44], [2.6, 10.93], [2.44, 5.7]]
epoch: 181
loss: 0.9999999930916449
dilation rates: [[1.35, 2.66], [1.15, 1.34], [1.52, 1.26], [1.42, 1.41], [1.46, 1.48], [1.53, 1.31], [4.71, 3.42], [4.56, 2.69], [5.86, 7.51], [8.71, 2.39], [2.53, 10.74], [2.44, 5.61]]
epoch: 182
loss: 0.9999999910030725
dilation rates: [[1.33, 2.6], [1.12, 1.3], [1.6, 1.21], [1.42, 1.38], [1.53, 1.49], [1.48, 1.32], [4.72, 3.45], [4.56, 2.72], [5.91, 7.55], [8.74, 2.41], [2.58, 10.89], [2.45, 5.72]]
epoch: 183
loss: 0.9999999924490073
dilation rates: [[1.22, 2.66], [1.17, 1.18], [1.51, 1.17], [1.35, 1.5], [1.43, 1.58], [1.51, 1.33], [4.68, 3.59], [4.64, 2.83], [5.93, 7.62], [8.74, 2.47], [2.58, 10.89], [2.45, 5.74]]
epoch: 184
loss: 0.9999999934129638
dilation rates: [[1.53, 2.75], [1.27, 1.4], [1.46, 1.27], [1.5, 1.46], [1.62, 1.52], [1.55, 1.34], [4.85, 3.54], [4.56, 2.75], [5.86, 7.44], [8.73, 2.44], [2.65, 10.77], [2.46, 5.77]]
epoch: 185
loss: 0.9999999903604349
dilation rates: [[1.36, 2.58], [1.17, 1.28], [1.48, 1.13], [1.37, 1.41], [1.56, 1.54], [1.42, 1.26], [4.71, 3.53], [4.58, 2.65], [5.77, 7.39], [8.69, 2.4], [2.58, 10.8], [2.46, 5.59]]
epoch: 186
loss: 0.9999999921276884
dilation rates: [[1.31, 2.57], [1.1, 1.17], [1.48, 1.17], [1.32, 1.39], [1.68, 1.56], [1.43, 1.2], [4.64, 3.46], [4.52, 2.57], [5.78, 7.43], [8.62, 2.31], [2.68, 10.87], [2.51, 5.63]]
epoch: 187
loss: 0.999999991967029
dilation rates: [[1.37, 2.5], [1.3, 1.3], [1.57, 1.23], [1.39, 1.33], [1.51, 1.52], [1.47, 1.47], [4.64, 3.35], [4.57, 2.63], [5.71, 7.5], [8.65, 2.43], [2.54, 10.79], [2.43, 5.7]]
epoch: 188
loss: 0.999999991967029
dilation rates: [[1.32, 2.81], [0.98, 1.35], [1.48, 1.07], [1.32, 1.42], [1.5, 1.53], [1.46, 1.25], [4.68, 3.47], [4.57, 2.59], [5.78, 7.46], [8.72, 2.37], [2.55, 10.86], [2.36, 5.64]]
epoch: 189
loss: 0.9999999922883478
dilation rates: [[1.33, 2.58], [1.12, 1.41], [1.55, 0.98], [1.41, 1.33], [1.53, 1.47], [1.49, 1.28], [4.64, 3.52], [4.59, 2.6], [5.71, 7.44], [8.7, 2.49], [2.63, 10.89], [2.52, 5.79]]
epoch: 190
loss: 0.9999999926096667
dilation rates: [[1.41, 2.6], [1.1, 1.22], [1.5, 1.15], [1.47, 1.32], [1.57, 1.48], [1.42, 1.39], [4.69, 3.54], [4.53, 2.62], [5.76, 7.48], [8.72, 2.41], [2.5, 10.87], [2.39, 5.64]]
epoch: 191
loss: 0.9999999945375797
dilation rates: [[1.35, 2.6], [1.22, 1.41], [1.41, 1.08], [1.35, 1.39], [1.58, 1.59], [1.44, 1.31], [4.69, 3.57], [4.66, 2.8], [5.88, 7.57], [8.85, 2.45], [2.58, 10.87], [2.45, 5.7]]
epoch: 192
loss: 0.9999999918063696
dilation rates: [[1.27, 2.72], [1.21, 1.43], [1.5, 1.18], [1.4, 1.36], [1.57, 1.6], [1.53, 1.21], [4.69, 3.48], [4.57, 2.67], [5.87, 7.56], [8.77, 2.36], [2.56, 10.86], [2.53, 5.65]]
epoch: 193
loss: 0.9999999924490073
dilation rates: [[1.42, 2.56], [1.15, 1.45], [1.51, 1.19], [1.47, 1.37], [1.64, 1.55], [1.51, 1.35], [4.66, 3.56], [4.65, 2.68], [5.88, 7.54], [8.74, 2.3], [2.51, 10.78], [2.52, 5.72]]
epoch: 194
loss: 0.9999999916457102
dilation rates: [[1.29, 2.65], [1.07, 1.32], [1.38, 1.05], [1.44, 1.36], [1.57, 1.52], [1.48, 1.34], [4.65, 3.48], [4.63, 2.77], [5.87, 7.46], [8.64, 2.47], [2.65, 10.67], [2.51, 5.64]]
epoch: 195
loss: 0.999999991967029
dilation rates: [[1.32, 2.61], [1.11, 1.27], [1.48, 1.19], [1.26, 1.46], [1.67, 1.64], [1.52, 1.22], [4.62, 3.48], [4.58, 2.68], [5.8, 7.46], [8.65, 2.34], [2.56, 10.66], [2.45, 5.59]]
epoch: 196
loss: 0.9999999935736232
dilation rates: [[1.31, 2.52], [1.1, 1.37], [1.51, 1.19], [1.38, 1.37], [1.57, 1.48], [1.46, 1.3], [4.64, 3.5], [4.48, 2.63], [5.76, 7.47], [8.65, 2.51], [2.68, 10.79], [2.46, 5.7]]
epoch: 197
loss: 0.9999999930916449
dilation rates: [[1.45, 2.53], [0.99, 1.2], [1.49, 1.13], [1.39, 1.39], [1.49, 1.48], [1.48, 1.3], [4.64, 3.5], [4.47, 2.66], [5.76, 7.56], [8.66, 2.45], [2.52, 10.76], [2.42, 5.59]]
epoch: 198
loss: 0.9999999908424131
dilation rates: [[1.42, 2.71], [1.1, 1.28], [1.63, 1.19], [1.4, 1.41], [1.61, 1.61], [1.51, 1.23], [4.7, 3.6], [4.55, 2.68], [5.77, 7.47], [8.66, 2.56], [2.59, 10.75], [2.56, 5.74]]
epoch: 199
loss: 0.999999991967029
dilation rates: [[1.4, 2.5], [1.26, 1.33], [1.5, 1.17], [1.46, 1.42], [1.56, 1.64], [1.41, 1.29], [4.74, 3.54], [4.6, 2.68], [5.74, 7.56], [8.71, 2.5], [2.57, 10.85], [2.49, 5.69]]
IOU: [97.32, 79.06, 90.38, 56.02, 54.06, 55.9, 58.84, 68.77, 91.08, 58.05, 93.15, 72.58, 51.87, 92.09, 50.19, 62.46, 17.72, 36.61, 67.38]
mIOU: 65.98, mIOU_reduced: 70.2, accuracy: 94.64
epoch: 200
loss: 0.9999999927703261
dilation rates: [[1.35, 2.45], [1.12, 1.29], [1.47, 1.14], [1.46, 1.33], [1.59, 1.69], [1.35, 1.31], [4.54, 3.52], [4.57, 2.65], [5.81, 7.59], [8.72, 2.32], [2.52, 10.9], [2.45, 5.72]]
epoch: 201
loss: 0.9999999926096667
dilation rates: [[1.29, 2.48], [1.12, 1.18], [1.58, 1.23], [1.38, 1.46], [1.56, 1.53], [1.43, 1.26], [4.65, 3.4], [4.53, 2.71], [5.78, 7.55], [8.68, 2.41], [2.5, 10.75], [2.33, 5.65]]
epoch: 202
loss: 0.9999999921276884
dilation rates: [[1.42, 2.6], [1.14, 1.35], [1.48, 1.17], [1.32, 1.39], [1.54, 1.57], [1.46, 1.3], [4.71, 3.49], [4.57, 2.62], [5.84, 7.6], [8.7, 2.4], [2.55, 10.74], [2.41, 5.67]]
epoch: 203
loss: 0.9999999913243913
dilation rates: [[1.44, 2.6], [1.09, 1.26], [1.48, 1.23], [1.4, 1.46], [1.59, 1.51], [1.42, 1.23], [4.65, 3.51], [4.62, 2.7], [5.85, 7.56], [8.62, 2.37], [2.56, 10.72], [2.39, 5.69]]
epoch: 204
loss: 0.9999999910030725
dilation rates: [[1.3, 2.64], [1.05, 1.36], [1.49, 1.11], [1.37, 1.5], [1.52, 1.62], [1.39, 1.32], [4.7, 3.42], [4.58, 2.62], [5.84, 7.52], [8.69, 2.48], [2.5, 10.69], [2.39, 5.65]]
epoch: 205
loss: 0.999999991967029
dilation rates: [[1.33, 2.69], [1.16, 1.37], [1.52, 1.12], [1.33, 1.38], [1.68, 1.73], [1.5, 1.28], [4.75, 3.52], [4.55, 2.67], [5.85, 7.51], [8.68, 2.51], [2.55, 10.78], [2.48, 5.67]]
epoch: 206
loss: 0.999999991163732
dilation rates: [[1.44, 2.5], [1.18, 1.34], [1.61, 1.06], [1.45, 1.33], [1.65, 1.7], [1.54, 1.39], [4.71, 3.55], [4.6, 2.71], [5.86, 7.6], [8.67, 2.52], [2.64, 10.79], [2.49, 5.76]]
epoch: 207
loss: 0.999999991967029
dilation rates: [[1.14, 2.64], [1.07, 1.2], [1.44, 1.18], [1.33, 1.42], [1.53, 1.61], [1.44, 1.3], [4.74, 3.58], [4.65, 2.66], [5.9, 7.61], [8.73, 2.41], [2.62, 10.83], [2.39, 5.71]]
epoch: 208
loss: 0.9999999926096667
dilation rates: [[1.43, 2.55], [1.2, 1.38], [1.51, 1.13], [1.45, 1.33], [1.45, 1.54], [1.52, 1.32], [4.68, 3.68], [4.66, 2.7], [5.88, 7.53], [8.76, 2.48], [2.54, 10.68], [2.43, 5.6]]
epoch: 209
loss: 0.9999999922883478
dilation rates: [[1.34, 2.82], [1.01, 1.32], [1.48, 1.16], [1.32, 1.5], [1.63, 1.57], [1.43, 1.25], [4.66, 3.53], [4.56, 2.64], [5.89, 7.45], [8.77, 2.4], [2.58, 10.81], [2.51, 5.69]]
epoch: 210
loss: 0.9999999924490073
dilation rates: [[1.48, 2.47], [1.07, 1.29], [1.45, 1.13], [1.36, 1.47], [1.52, 1.51], [1.44, 1.23], [4.7, 3.47], [4.57, 2.6], [5.87, 7.54], [8.69, 2.39], [2.51, 10.75], [2.43, 5.64]]
epoch: 211
loss: 0.9999999945375797
dilation rates: [[1.31, 2.55], [1.08, 1.38], [1.59, 1.14], [1.31, 1.34], [1.59, 1.53], [1.48, 1.33], [4.73, 3.59], [4.61, 2.68], [5.87, 7.55], [8.66, 2.5], [2.56, 10.75], [2.44, 5.67]]
epoch: 212
loss: 0.9999999932523044
dilation rates: [[1.41, 2.74], [1.25, 1.31], [1.48, 1.15], [1.39, 1.27], [1.55, 1.47], [1.41, 1.33], [4.68, 3.5], [4.63, 2.67], [5.86, 7.55], [8.58, 2.41], [2.49, 10.76], [2.49, 5.68]]
epoch: 213
loss: 0.9999999950195579
dilation rates: [[1.36, 2.59], [1.12, 1.32], [1.57, 1.06], [1.37, 1.42], [1.48, 1.59], [1.45, 1.28], [4.72, 3.55], [4.65, 2.58], [5.84, 7.51], [8.61, 2.42], [2.52, 10.81], [2.42, 5.63]]
epoch: 214
loss: 0.9999999908424131
dilation rates: [[1.29, 2.63], [1.2, 1.35], [1.55, 1.13], [1.27, 1.32], [1.61, 1.64], [1.36, 1.33], [4.7, 3.52], [4.61, 2.68], [5.91, 7.49], [8.65, 2.46], [2.46, 10.74], [2.37, 5.68]]
epoch: 215
loss: 0.9999999935736232
dilation rates: [[1.37, 2.47], [1.14, 1.21], [1.6, 1.19], [1.36, 1.5], [1.69, 1.61], [1.48, 1.41], [4.67, 3.61], [4.64, 2.67], [5.87, 7.45], [8.61, 2.53], [2.63, 10.62], [2.43, 5.65]]
epoch: 216
loss: 0.9999999924490073
dilation rates: [[1.24, 2.7], [1.12, 1.28], [1.43, 1.07], [1.5, 1.44], [1.46, 1.51], [1.44, 1.28], [4.72, 3.56], [4.58, 2.6], [5.83, 7.48], [8.67, 2.4], [2.48, 10.75], [2.48, 5.63]]
epoch: 217
loss: 0.9999999929309855
dilation rates: [[1.3, 2.49], [1.1, 1.36], [1.4, 1.06], [1.41, 1.39], [1.64, 1.57], [1.49, 1.31], [4.66, 3.56], [4.61, 2.66], [5.84, 7.57], [8.7, 2.49], [2.56, 10.72], [2.48, 5.7]]
epoch: 218
loss: 0.9999999906817536
dilation rates: [[1.35, 2.54], [1.27, 1.25], [1.5, 1.16], [1.34, 1.45], [1.66, 1.6], [1.43, 1.19], [4.68, 3.6], [4.58, 2.69], [5.79, 7.46], [8.71, 2.44], [2.53, 10.75], [2.38, 5.68]]
epoch: 219
loss: 0.9999999935736232
dilation rates: [[1.29, 2.48], [1.15, 1.27], [1.52, 1.25], [1.39, 1.43], [1.56, 1.56], [1.42, 1.38], [4.68, 3.62], [4.55, 2.65], [5.77, 7.4], [8.64, 2.39], [2.5, 10.79], [2.39, 5.58]]
epoch: 220
loss: 0.9999999916457102
dilation rates: [[1.3, 2.55], [1.13, 1.26], [1.48, 1.18], [1.36, 1.43], [1.49, 1.48], [1.37, 1.31], [4.61, 3.52], [4.58, 2.58], [5.75, 7.51], [8.65, 2.42], [2.54, 10.78], [2.38, 5.68]]
epoch: 221
loss: 0.9999999926096667
dilation rates: [[1.51, 2.71], [1.3, 1.38], [1.63, 1.35], [1.47, 1.51], [1.58, 1.59], [1.5, 1.33], [4.72, 3.52], [4.57, 2.69], [5.81, 7.52], [8.74, 2.46], [2.63, 10.78], [2.46, 5.76]]
epoch: 222
loss: 0.9999999916457102
dilation rates: [[1.3, 2.44], [1.18, 1.25], [1.6, 1.21], [1.37, 1.44], [1.47, 1.53], [1.33, 1.23], [4.68, 3.55], [4.51, 2.63], [5.75, 7.54], [8.64, 2.42], [2.5, 10.76], [2.45, 5.53]]
epoch: 223
loss: 0.999999991967029
dilation rates: [[1.31, 2.66], [1.28, 1.35], [1.54, 1.23], [1.32, 1.34], [1.54, 1.6], [1.5, 1.43], [4.71, 3.55], [4.61, 2.68], [5.73, 7.55], [8.67, 2.47], [2.64, 10.68], [2.49, 5.68]]
epoch: 224
loss: 0.9999999942162608
dilation rates: [[1.4, 2.56], [1.18, 1.31], [1.58, 1.17], [1.41, 1.4], [1.67, 1.59], [1.4, 1.37], [4.68, 3.51], [4.57, 2.62], [5.68, 7.47], [8.6, 2.46], [2.54, 10.72], [2.51, 5.62]]
IOU: [97.28, 79.62, 90.36, 43.94, 52.79, 56.14, 56.23, 70.95, 90.24, 50.94, 93.44, 73.49, 49.09, 91.87, 50.41, 76.33, 66.79, 44.92, 69.99]
mIOU: 68.67, mIOU_reduced: 69.45, accuracy: 94.55
epoch: 225
loss: 0.9999999897177971
dilation rates: [[1.37, 2.62], [1.2, 1.35], [1.51, 1.14], [1.25, 1.49], [1.57, 1.55], [1.51, 1.37], [4.79, 3.57], [4.68, 2.68], [5.76, 7.6], [8.73, 2.5], [2.57, 10.83], [2.44, 5.73]]
epoch: 226
loss: 0.9999999914850507
dilation rates: [[1.27, 2.57], [1.21, 1.2], [1.48, 1.16], [1.38, 1.48], [1.56, 1.5], [1.36, 1.31], [4.63, 3.51], [4.55, 2.67], [5.81, 7.54], [8.74, 2.35], [2.47, 10.74], [2.39, 5.66]]
epoch: 227
loss: 0.9999999932523044
dilation rates: [[1.23, 2.69], [1.19, 1.29], [1.54, 1.22], [1.4, 1.37], [1.66, 1.53], [1.38, 1.3], [4.66, 3.58], [4.62, 2.61], [5.78, 7.64], [8.78, 2.48], [2.58, 10.65], [2.45, 5.63]]
epoch: 228
loss: 0.9999999906817536
dilation rates: [[1.32, 2.56], [1.15, 1.33], [1.51, 1.08], [1.43, 1.41], [1.5, 1.56], [1.35, 1.25], [4.71, 3.51], [4.53, 2.63], [5.76, 7.59], [8.74, 2.45], [2.47, 10.74], [2.32, 5.71]]
epoch: 229
loss: 0.9999999930916449
dilation rates: [[1.54, 2.71], [1.28, 1.37], [1.41, 1.12], [1.4, 1.4], [1.61, 1.66], [1.46, 1.33], [4.72, 3.61], [4.59, 2.64], [5.81, 7.56], [8.68, 2.36], [2.59, 10.76], [2.46, 5.67]]
epoch: 230
loss: 0.9999999932523044
dilation rates: [[1.3, 2.53], [1.04, 1.24], [1.45, 1.18], [1.41, 1.41], [1.59, 1.52], [1.41, 1.24], [4.75, 3.55], [4.62, 2.66], [5.78, 7.62], [8.71, 2.37], [2.5, 10.79], [2.42, 5.65]]
epoch: 231
loss: 0.9999999926096667
dilation rates: [[1.31, 2.63], [1.15, 1.34], [1.53, 1.3], [1.26, 1.58], [1.68, 1.64], [1.58, 1.43], [4.74, 3.57], [4.6, 2.68], [5.77, 7.54], [8.73, 2.31], [2.59, 10.74], [2.44, 5.68]]
epoch: 232
loss: 0.9999999924490073
dilation rates: [[1.28, 2.6], [1.13, 1.23], [1.46, 1.22], [1.34, 1.34], [1.47, 1.55], [1.42, 1.23], [4.76, 3.65], [4.65, 2.72], [5.83, 7.65], [8.73, 2.43], [2.6, 10.76], [2.4, 5.68]]
epoch: 233
loss: 0.9999999927703261
dilation rates: [[1.34, 2.73], [1.16, 1.24], [1.5, 1.26], [1.38, 1.38], [1.54, 1.57], [1.51, 1.33], [4.74, 3.67], [4.6, 2.69], [5.87, 7.64], [8.68, 2.44], [2.52, 10.73], [2.45, 5.67]]
epoch: 234
loss: 0.9999999921276884
dilation rates: [[1.28, 2.54], [1.09, 1.33], [1.58, 1.24], [1.32, 1.34], [1.49, 1.61], [1.44, 1.25], [4.66, 3.51], [4.57, 2.71], [5.77, 7.65], [8.71, 2.39], [2.49, 10.84], [2.34, 5.7]]
epoch: 235
loss: 0.9999999937342826
dilation rates: [[1.36, 2.6], [1.11, 1.24], [1.52, 1.16], [1.38, 1.42], [1.67, 1.59], [1.47, 1.33], [4.67, 3.52], [4.62, 2.73], [5.77, 7.61], [8.73, 2.34], [2.54, 10.8], [2.43, 5.61]]
epoch: 236
loss: 0.9999999932523044
dilation rates: [[1.26, 2.67], [1.19, 1.25], [1.54, 1.19], [1.34, 1.32], [1.52, 1.57], [1.51, 1.2], [4.63, 3.54], [4.65, 2.67], [5.8, 7.58], [8.72, 2.43], [2.56, 10.77], [2.47, 5.6]]
epoch: 237
loss: 0.9999999913243913
dilation rates: [[1.24, 2.59], [1.13, 1.3], [1.46, 1.08], [1.38, 1.29], [1.5, 1.62], [1.52, 1.32], [4.65, 3.56], [4.53, 2.61], [5.73, 7.59], [8.68, 2.43], [2.55, 10.8], [2.51, 5.6]]
epoch: 238
loss: 0.9999999916457102
dilation rates: [[1.3, 2.58], [1.26, 1.24], [1.48, 1.12], [1.35, 1.32], [1.62, 1.5], [1.47, 1.23], [4.66, 3.58], [4.61, 2.69], [5.74, 7.54], [8.59, 2.49], [2.59, 10.73], [2.47, 5.65]]
epoch: 239
loss: 0.9999999932523044
dilation rates: [[1.32, 2.54], [1.24, 1.26], [1.46, 1.04], [1.4, 1.55], [1.47, 1.62], [1.49, 1.31], [4.64, 3.52], [4.55, 2.72], [5.89, 7.65], [8.75, 2.38], [2.63, 10.78], [2.39, 5.64]]
epoch: 240
loss: 0.9999999940556015
dilation rates: [[1.37, 2.67], [1.22, 1.25], [1.48, 1.17], [1.27, 1.38], [1.53, 1.57], [1.34, 1.3], [4.75, 3.62], [4.53, 2.63], [5.84, 7.66], [8.76, 2.32], [2.55, 10.82], [2.45, 5.71]]
IOU: [97.1, 78.81, 90.44, 41.38, 54.91, 56.57, 59.91, 71.66, 91.13, 60.94, 93.42, 75.56, 49.4, 92.07, 66.64, 78.54, 63.28, 46.42, 68.69]
mIOU: 70.36, mIOU_reduced: 70.53, accuracy: 94.75
epoch: 241
loss: 0.9999999945375797
dilation rates: [[1.34, 2.56], [0.99, 1.41], [1.48, 1.19], [1.31, 1.55], [1.52, 1.52], [1.39, 1.36], [4.65, 3.51], [4.57, 2.5], [5.88, 7.56], [8.76, 2.38], [2.54, 10.76], [2.43, 5.65]]
IOU: [97.28, 79.38, 89.89, 43.31, 53.94, 54.08, 56.2, 69.21, 90.86, 62.54, 93.35, 73.33, 48.25, 92.84, 50.28, 70.1, 42.52, 43.74, 69.03]
mIOU: 67.38, mIOU_reduced: 69.83, accuracy: 94.6
epoch: 242
loss: 0.9999999924490073
dilation rates: [[1.27, 2.54], [1.03, 1.37], [1.43, 1.2], [1.3, 1.49], [1.49, 1.52], [1.42, 1.34], [4.62, 3.54], [4.49, 2.61], [5.78, 7.51], [8.75, 2.41], [2.59, 10.77], [2.41, 5.63]]
IOU: [97.35, 78.29, 88.96, 36.9, 53.2, 54.58, 55.24, 67.5, 90.92, 53.92, 87.5, 74.27, 52.55, 92.31, 57.96, 66.05, 31.23, 44.96, 70.0]
mIOU: 65.98, mIOU_reduced: 68.65, accuracy: 94.3
epoch: 243
loss: 0.9999999918063696
dilation rates: [[1.3, 2.54], [1.09, 1.23], [1.49, 1.17], [1.37, 1.36], [1.47, 1.52], [1.38, 1.33], [4.79, 3.67], [4.59, 2.58], [5.79, 7.58], [8.71, 2.33], [2.56, 10.73], [2.43, 5.67]]
IOU: [97.41, 80.23, 90.54, 52.63, 48.24, 57.06, 60.48, 70.81, 91.3, 62.87, 93.77, 75.36, 51.18, 92.41, 52.17, 72.65, 68.39, 44.87, 68.1]
mIOU: 70.02, mIOU_reduced: 71.08, accuracy: 94.87
epoch: 244
loss: 0.9999999918063696
dilation rates: [[1.39, 2.67], [1.22, 1.25], [1.35, 1.06], [1.31, 1.35], [1.58, 1.62], [1.53, 1.31], [4.61, 3.5], [4.55, 2.64], [5.77, 7.61], [8.68, 2.38], [2.56, 10.74], [2.46, 5.64]]
IOU: [97.72, 81.28, 90.08, 41.99, 53.01, 53.87, 56.14, 67.5, 90.64, 53.16, 93.57, 72.58, 51.59, 91.9, 61.64, 63.26, 61.59, 46.13, 69.31]
mIOU: 68.26, mIOU_reduced: 69.4, accuracy: 94.71
epoch: 245
loss: 0.9999999910030725
dilation rates: [[1.3, 2.61], [1.01, 1.23], [1.46, 1.15], [1.43, 1.29], [1.48, 1.59], [1.45, 1.24], [4.6, 3.6], [4.59, 2.56], [5.77, 7.51], [8.64, 2.45], [2.58, 10.72], [2.37, 5.55]]
IOU: [97.4, 79.68, 90.87, 56.89, 57.42, 54.71, 59.38, 71.2, 91.34, 60.99, 94.07, 75.06, 54.6, 92.25, 50.34, 69.2, 50.73, 50.48, 66.91]
mIOU: 69.66, mIOU_reduced: 72.08, accuracy: 94.9
epoch: 246
loss: 0.9999999932523044
dilation rates: [[1.33, 2.69], [1.09, 1.33], [1.52, 1.17], [1.51, 1.39], [1.56, 1.51], [1.47, 1.37], [4.67, 3.62], [4.6, 2.75], [5.81, 7.54], [8.59, 2.41], [2.57, 10.78], [2.39, 5.6]]
IOU: [97.38, 79.67, 90.59, 53.22, 55.57, 56.67, 58.39, 67.4, 91.12, 59.72, 93.66, 74.85, 55.08, 92.47, 45.4, 68.28, 44.93, 50.2, 69.05]
mIOU: 68.61, mIOU_reduced: 71.56, accuracy: 94.81
epoch: 247
loss: 0.9999999930916449
dilation rates: [[1.3, 2.65], [1.13, 1.29], [1.55, 1.16], [1.37, 1.42], [1.66, 1.6], [1.52, 1.38], [4.64, 3.52], [4.59, 2.72], [5.84, 7.57], [8.72, 2.5], [2.65, 10.75], [2.5, 5.64]]
IOU: [97.72, 81.45, 90.31, 51.02, 52.62, 53.51, 52.42, 68.84, 90.71, 56.08, 93.71, 74.86, 54.58, 92.33, 49.37, 66.89, 47.52, 43.77, 69.56]
mIOU: 67.75, mIOU_reduced: 70.22, accuracy: 94.74
epoch: 248
loss: 0.9999999922883478
dilation rates: [[1.41, 2.52], [1.16, 1.35], [1.52, 1.2], [1.36, 1.34], [1.55, 1.59], [1.43, 1.25], [4.7, 3.63], [4.59, 2.56], [5.75, 7.56], [8.74, 2.35], [2.46, 10.82], [2.4, 5.69]]
IOU: [96.72, 77.86, 89.88, 31.72, 42.38, 53.66, 56.5, 67.02, 90.14, 53.88, 93.51, 73.03, 53.93, 92.38, 67.67, 81.09, 59.91, 44.9, 68.33]
mIOU: 68.13, mIOU_reduced: 67.87, accuracy: 94.21
epoch: 249
loss: 0.9999999927703261
dilation rates: [[1.35, 2.55], [1.26, 1.25], [1.64, 1.23], [1.36, 1.3], [1.61, 1.55], [1.42, 1.37], [4.73, 3.57], [4.57, 2.68], [5.81, 7.5], [8.75, 2.39], [2.65, 10.75], [2.49, 5.65]]
IOU: [97.82, 82.63, 90.61, 53.85, 54.53, 57.09, 59.42, 69.4, 91.16, 60.79, 93.69, 75.76, 53.3, 93.2, 61.06, 67.87, 29.52, 52.37, 70.29]
mIOU: 69.18, mIOU_reduced: 72.24, accuracy: 95.05
Best mIOU: 70.36171842876233
Best global accuracy: 95.0467050075531
Training time 13:49:03
mIOUs: [70.36171842876233]
global_accuracies: [95.0467050075531]
