Vision for All Seasons Bad Weather and Nighttime


Progressive Domain Adaptation for Object Detection
Han-Kai Hsu,
Wei-Chih Hung,
Hung-Yu Tseng,
Chun-Han Yao,
Yi-Hsuan Tsai,
Maneesh Singh,
Ming-Hsuan Yang
[pdf]
[bibtex]
@InProceedings{Hsu_2019_CVPR_Workshops,
author = {Hsu, Han-Kai and Hung, Wei-Chih and Tseng, Hung-Yu and Yao, Chun-Han and Tsai, Yi-Hsuan and Singh, Maneesh and Yang, Ming-Hsuan},
title = {Progressive Domain Adaptation for Object Detection},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

CATS 2: Color And Thermal Stereo Scenes with Semantic Labels
Wayne Treible,
Philip Saponaro,
Yi Liu,
Agnijit Das Gupta,
Vinit Veerendraveer,
Scott Sorensen,
Chandra Kambhamettu
[pdf]
[bibtex]
@InProceedings{Treible_2019_CVPR_Workshops,
author = {Treible, Wayne and Saponaro, Philip and Liu, Yi and Das Gupta, Agnijit and Veerendraveer, Vinit and Sorensen, Scott and Kambhamettu, Chandra},
title = {CATS 2: Color And Thermal Stereo Scenes with Semantic Labels},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Recovering the Unseen: Benchmarking the Generalization of Enhancement Methods to Real World Data in Heavy Fog
Mario Bijelic,
Paula Kysela,
Tobias Gruber,
Werner Ritter,
Klaus Dietmayer
[pdf]
[bibtex]
@InProceedings{Bijelic_2019_CVPR_Workshops,
author = {Bijelic, Mario and Kysela, Paula and Gruber, Tobias and Ritter, Werner and Dietmayer, Klaus},
title = {Recovering the Unseen: Benchmarking the Generalization of Enhancement Methods to Real World Data in Heavy Fog},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Automatic adaptation of object detectors to new domains using self-training
Aruni RoyChowdhury,
Prithvijit Chakrabarty,
Ashish Singh,
SouYoung Jin,
Huaizu Jiang,
Liangliang Cao,
Erik Learned-Miller
[pdf]
[bibtex]
@InProceedings{RoyChowdhury_2019_CVPR_Workshops,
author = {RoyChowdhury, Aruni and Chakrabarty, Prithvijit and Singh, Ashish and Jin, SouYoung and Jiang, Huaizu and Cao, Liangliang and Learned-Miller, Erik},
title = {Automatic adaptation of object detectors to new domains using self-training},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Model Vulnerability to Distributional Shifts over Image Transformation Sets
Riccardo Volpi,
Vittorio Murino
[pdf]
[bibtex]
@InProceedings{Volpi_2019_CVPR_Workshops,
author = {Volpi, Riccardo and Murino, Vittorio},
title = {Model Vulnerability to Distributional Shifts over Image Transformation Sets},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning
Ruoteng Li,
Loong-Fah Cheong,
Robby T. Tan
[pdf]
[bibtex]
@InProceedings{Li_2019_CVPR_Workshops,
author = {Li, Ruoteng and Cheong, Loong-Fah and Tan, Robby T.},
title = {Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Bidirectional Deep Residual learning for Haze Removal
Guisik Kim,
Jinhee Park,
Suhyeon Ha,
Junseok Kwon
[pdf]
[bibtex]
@InProceedings{Kim_2019_CVPR_Workshops,
author = {Kim, Guisik and Park, Jinhee and Ha, Suhyeon and Kwon, Junseok},
title = {Bidirectional Deep Residual learning for Haze Removal},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Is it Raining Outside? Detection of Rainfall using General-Purpose Surveillance Cameras
Joakim Bruslund Haurum,
Chris H. Bahnsen,
Thomas B. Moeslund
[pdf]
[bibtex]
@InProceedings{Haurum_2019_CVPR_Workshops,
author = {Bruslund Haurum, Joakim and Bahnsen, Chris H. and Moeslund, Thomas B.},
title = {Is it Raining Outside? Detection of Rainfall using General-Purpose Surveillance Cameras},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Gotta Adapt 'Em All: Joint Pixel and Feature-Level Domain Adaptation for Recognition in the Wild
Luan Tran,
Kihyuk Sohn,
Xiang Yu,
Xiaoming Liu,
Manmohan Chandraker
[pdf]
[bibtex]
@InProceedings{Tran_2019_CVPR_Workshops,
author = {Tran, Luan and Sohn, Kihyuk and Yu, Xiang and Liu, Xiaoming and Chandraker, Manmohan},
title = {Gotta Adapt 'Em All: Joint Pixel and Feature-Level Domain Adaptation for Recognition in the Wild},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

FastDraw: Addressing the Long Tail of Lane Detection by Adapting a Sequential Prediction Network
Jonah Philion
[pdf]
[bibtex]
@InProceedings{Philion_2019_CVPR_Workshops,
author = {Philion, Jonah},
title = {FastDraw: Addressing the Long Tail of Lane Detection by Adapting a Sequential Prediction Network},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Reducing Steganography In Cycle-consistency GANs
Horia Porav,
Valentina Musat,
Paul Newman
[pdf]
[bibtex]
@InProceedings{Porav_2019_CVPR_Workshops,
author = {Porav, Horia and Musat, Valentina and Newman, Paul},
title = {Reducing Steganography In Cycle-consistency GANs},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Attribute-Controlled Traffic Data Augmentation Using Conditional Generative Models
Amitangshu Mukherjee,
Ameya Joshi,
Soumik Sarkar,
Chinmay Hegde
[pdf]
[bibtex]
@InProceedings{Mukherjee_2019_CVPR_Workshops,
author = {Mukherjee, Amitangshu and Joshi, Ameya and Sarkar, Soumik and Hegde, Chinmay},
title = {Attribute-Controlled Traffic Data Augmentation Using Conditional Generative Models},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

ProcSy: Procedural Synthetic Dataset Generation Towards Influence Factor Studies Of Semantic Segmentation Networks
Samin Khan,
Buu Phan,
Rick Salay,
Krzysztof Czarnecki
[pdf]
[bibtex]
@InProceedings{Khan_2019_CVPR_Workshops,
author = {Khan, Samin and Phan, Buu and Salay, Rick and Czarnecki, Krzysztof},
title = {ProcSy: Procedural Synthetic Dataset Generation Towards Influence Factor Studies Of Semantic Segmentation Networks},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}