ICCV 2023 Open Access Repository

Workshop on Resource Efficient Deep Learning for Computer Vision

Tiny and Efficient Model for the Edge Detection Generalization: Xavier Soria,

Yachuan Li,

Mohammad Rouhani,

Angel D. Sappa; [pdf] [arXiv]
[bibtex]
@InProceedings{Soria_2023_ICCV, author = {Soria, Xavier and Li, Yachuan and Rouhani, Mohammad and Sappa, Angel D.}, title = {Tiny and Efficient Model for the Edge Detection Generalization}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1364-1373} }
Shapley Deep Learning: A Consensus for General-Purpose Vision Systems: Youcef Djenouri,

Ahmed Nabil Belbachir,

Tomasz Michalak,

Anis Yazidi; [pdf] [supp]
[bibtex]
@InProceedings{Djenouri_2023_ICCV, author = {Djenouri, Youcef and Belbachir, Ahmed Nabil and Michalak, Tomasz and Yazidi, Anis}, title = {Shapley Deep Learning: A Consensus for General-Purpose Vision Systems}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1224-1233} }
A Simple and Generic Framework for Feature Distillation via Channel-Wise Transformation: Ziwei Liu,

Yongtao Wang,

Xiaojie Chu,

Nan Dong,

Shengxiang Qi,

Haibin Ling; [pdf] [arXiv]
[bibtex]
@InProceedings{Liu_2023_ICCV, author = {Liu, Ziwei and Wang, Yongtao and Chu, Xiaojie and Dong, Nan and Qi, Shengxiang and Ling, Haibin}, title = {A Simple and Generic Framework for Feature Distillation via Channel-Wise Transformation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1129-1138} }
YOLOBench: Benchmarking Efficient Object Detectors on Embedded Systems: Ivan Lazarevich,

Matteo Grimaldi,

Ravish Kumar,

Saptarshi Mitra,

Shahrukh Khan,

Sudhakar Sah; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Lazarevich_2023_ICCV, author = {Lazarevich, Ivan and Grimaldi, Matteo and Kumar, Ravish and Mitra, Saptarshi and Khan, Shahrukh and Sah, Sudhakar}, title = {YOLOBench: Benchmarking Efficient Object Detectors on Embedded Systems}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1169-1178} }
DONNAv2 - Lightweight Neural Architecture Search for Vision Tasks: Sweta Priyadarshi,

Tianyu Jiang,

Hsin-Pai Cheng,

Sendil Krishna,

Viswanath Ganapathy,

Chirag Patel; [pdf]
[bibtex]
@InProceedings{Priyadarshi_2023_ICCV, author = {Priyadarshi, Sweta and Jiang, Tianyu and Cheng, Hsin-Pai and Krishna, Sendil and Ganapathy, Viswanath and Patel, Chirag}, title = {DONNAv2 - Lightweight Neural Architecture Search for Vision Tasks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1384-1392} }
MOFA: A Model Simplification Roadmap for Image Restoration on Mobile Devices: Xiangyu Chen,

Ruiwen Zhen,

Shuai Li,

Xiaotian Li,

Guanghui Wang; [pdf] [arXiv]
[bibtex]
@InProceedings{Chen_2023_ICCV, author = {Chen, Xiangyu and Zhen, Ruiwen and Li, Shuai and Li, Xiaotian and Wang, Guanghui}, title = {MOFA: A Model Simplification Roadmap for Image Restoration on Mobile Devices}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1322-1332} }
Softmax Bias Correction for Quantized Generative Models: Nilesh Prasad Pandey,

Marios Fournarakis,

Chirag Patel,

Markus Nagel; [pdf] [arXiv]
[bibtex]
@InProceedings{Pandey_2023_ICCV, author = {Pandey, Nilesh Prasad and Fournarakis, Marios and Patel, Chirag and Nagel, Markus}, title = {Softmax Bias Correction for Quantized Generative Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1453-1458} }
A Comprehensive Study of Transfer Learning Under Constraints: Tom Pégeot,

Inna Kucher,

Adrian Popescu,

Bertrand Delezoide; [pdf]
[bibtex]
@InProceedings{Pegeot_2023_ICCV, author = {P\'egeot, Tom and Kucher, Inna and Popescu, Adrian and Delezoide, Bertrand}, title = {A Comprehensive Study of Transfer Learning Under Constraints}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1148-1157} }
Single-Shot Pruning for Pre-Trained Models: Rethinking the Importance of Magnitude Pruning: Hirokazu Kohama,

Hiroaki Minoura,

Tsubasa Hirakawa,

Takayoshi Yamashita,

Hironobu Fujiyoshi; [pdf]
[bibtex]
@InProceedings{Kohama_2023_ICCV, author = {Kohama, Hirokazu and Minoura, Hiroaki and Hirakawa, Tsubasa and Yamashita, Takayoshi and Fujiyoshi, Hironobu}, title = {Single-Shot Pruning for Pre-Trained Models: Rethinking the Importance of Magnitude Pruning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1433-1442} }
DetOFA: Efficient Training of Once-for-All Networks for Object Detection Using Path Filter: Yuiko Sakuma,

Masato Ishii,

Takuya Narihira; [pdf] [supp]
[bibtex]
@InProceedings{Sakuma_2023_ICCV, author = {Sakuma, Yuiko and Ishii, Masato and Narihira, Takuya}, title = {DetOFA: Efficient Training of Once-for-All Networks for Object Detection Using Path Filter}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1333-1342} }
ZiCo-BC: A Bias Corrected Zero-Shot NAS for Vision Tasks: Kartikeya Bhardwaj,

Hsin-Pai Cheng,

Sweta Priyadarshi,

Zhuojin Li; [pdf]
[bibtex]
@InProceedings{Bhardwaj_2023_ICCV, author = {Bhardwaj, Kartikeya and Cheng, Hsin-Pai and Priyadarshi, Sweta and Li, Zhuojin}, title = {ZiCo-BC: A Bias Corrected Zero-Shot NAS for Vision Tasks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1353-1357} }
Ray-Patch: An Efficient Querying for Light Field Transformers: Tomás Berriel Martins,

Javier Civera; [pdf]
[bibtex]
@InProceedings{Martins_2023_ICCV, author = {Martins, Tom\'as Berriel and Civera, Javier}, title = {Ray-Patch: An Efficient Querying for Light Field Transformers}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1158-1163} }
RCV2023 Challenges: Benchmarking Model Training and Inference for Resource-Constrained Deep Learning: Rishabh Tiwari,

Arnav Chavan,

Deepak Gupta,

Gowreesh Mago,

Animesh Gupta,

Akash Gupta,

Suraj Sharan,

Yukun Yang,

Shanwei Zhao,

Shihao Wang,

Youngjun Kwak,

Seonghun Jeong,

Yunseung Lee,

Changick Kim,

Subin Kim,

Ganzorig Gankhuyag,

Ho Jung,

Junwhan Ryu,

HaeMoon Kim,

Byeong H. Kim,

Tu Vo,

Sheir Zaheer,

Alexander Holston,

Chan Park,

Dheemant Dixit,

Nahush Lele,

Kushagra Bhushan,

Debjani Bhowmick,

Devanshu Arya,

Sadaf Gulshad,

Amirhossein Habibian,

Amir Ghodrati,

Babak Bejnordi,

Jai Gupta,

Zhuang Liu,

Jiahui Yu,

Dilip Prasad,

Zhiqiang Shen; [pdf]
[bibtex]
@InProceedings{Tiwari_2023_ICCV, author = {Tiwari, Rishabh and Chavan, Arnav and Gupta, Deepak and Mago, Gowreesh and Gupta, Animesh and Gupta, Akash and Sharan, Suraj and Yang, Yukun and Zhao, Shanwei and Wang, Shihao and Kwak, Youngjun and Jeong, Seonghun and Lee, Yunseung and Kim, Changick and Kim, Subin and Gankhuyag, Ganzorig and Jung, Ho and Ryu, Junwhan and Kim, HaeMoon and Kim, Byeong H. and Vo, Tu and Zaheer, Sheir and Holston, Alexander and Park, Chan and Dixit, Dheemant and Lele, Nahush and Bhushan, Kushagra and Bhowmick, Debjani and Arya, Devanshu and Gulshad, Sadaf and Habibian, Amirhossein and Ghodrati, Amir and Bejnordi, Babak and Gupta, Jai and Liu, Zhuang and Yu, Jiahui and Prasad, Dilip and Shen, Zhiqiang}, title = {RCV2023 Challenges: Benchmarking Model Training and Inference for Resource-Constrained Deep Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1534-1543} }
Post Training Mixed Precision Quantization of Neural Networks Using First-Order Information: Arun Chauhan,

Utsav Tiwari,

Vikram N R; [pdf] [supp]
[bibtex]
@InProceedings{Chauhan_2023_ICCV, author = {Chauhan, Arun and Tiwari, Utsav and R, Vikram N}, title = {Post Training Mixed Precision Quantization of Neural Networks Using First-Order Information}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1343-1352} }
HyperSparse Neural Networks: Shifting Exploration to Exploitation Through Adaptive Regularization: Patrick Glandorf,

Timo Kaiser,

Bodo Rosenhahn; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Glandorf_2023_ICCV, author = {Glandorf, Patrick and Kaiser, Timo and Rosenhahn, Bodo}, title = {HyperSparse Neural Networks: Shifting Exploration to Exploitation Through Adaptive Regularization}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1234-1243} }
Characterizing Face Recognition for Resource Efficient Deployment on Edge: Ayan Biswas,

Sai Amrit Patnaik,

A. H. Abdul Hafez,

Anoop M. Namboodiri; [pdf]
[bibtex]
@InProceedings{Biswas_2023_ICCV, author = {Biswas, Ayan and Patnaik, Sai Amrit and Hafez, A. H. Abdul and Namboodiri, Anoop M.}, title = {Characterizing Face Recognition for Resource Efficient Deployment on Edge}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1312-1321} }
Enhancing Differentiable Architecture Search: A Study on Small Number of Cell Blocks in the Search Stage, and Important Branches-Based Cells Selection: Bedionita Soro,

Chong Song; [pdf]
[bibtex]
@InProceedings{Soro_2023_ICCV, author = {Soro, Bedionita and Song, Chong}, title = {Enhancing Differentiable Architecture Search: A Study on Small Number of Cell Blocks in the Search Stage, and Important Branches-Based Cells Selection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1253-1261} }
Fast Object Detection in High-Resolution Videos: Ryan Tran,

Atul Kanaujia,

Vasu Parameswaran; [pdf]
[bibtex]
@InProceedings{Tran_2023_ICCV, author = {Tran, Ryan and Kanaujia, Atul and Parameswaran, Vasu}, title = {Fast Object Detection in High-Resolution Videos}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1469-1478} }
AntiNODE: Evaluating Efficiency Robustness of Neural ODEs: Mirazul Haque,

Simin Chen,

Wasif Haque,

Cong Liu,

Wei Yang; [pdf]
[bibtex]
@InProceedings{Haque_2023_ICCV, author = {Haque, Mirazul and Chen, Simin and Haque, Wasif and Liu, Cong and Yang, Wei}, title = {AntiNODE: Evaluating Efficiency Robustness of Neural ODEs}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1507-1517} }
NCQS: Nonlinear Convex Quadrature Surrogate Hyperparameter Optimization: Sophia Abraham,

Kehelwala Dewage Gayan Maduranga,

Jeffery Kinnison,

Jonathan Hauenstein,

Walter Scheirer; [pdf] [supp]
[bibtex]
@InProceedings{Abraham_2023_ICCV, author = {Abraham, Sophia and Maduranga, Kehelwala Dewage Gayan and Kinnison, Jeffery and Hauenstein, Jonathan and Scheirer, Walter}, title = {NCQS: Nonlinear Convex Quadrature Surrogate Hyperparameter Optimization}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1195-1203} }
When Layers Play the Lottery, all Tickets Win at Initialization: Artur Jordao,

George de Araújo,

Helena de Almeida Maia,

Helio Pedrini; [pdf] [supp]
[bibtex]
@InProceedings{Jordao_2023_ICCV, author = {Jordao, Artur and de Ara\'ujo, George and de Almeida Maia, Helena and Pedrini, Helio}, title = {When Layers Play the Lottery, all Tickets Win at Initialization}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1204-1213} }
InstaTune: Instantaneous Neural Architecture Search During Fine-Tuning: Sharath Nittur Sridhar,

Souvik Kundu,

Sairam Sundaresan,

Maciej Szankin,

Anthony Sarah; [pdf] [arXiv]
[bibtex]
@InProceedings{Sridhar_2023_ICCV, author = {Sridhar, Sharath Nittur and Kundu, Souvik and Sundaresan, Sairam and Szankin, Maciej and Sarah, Anthony}, title = {InstaTune: Instantaneous Neural Architecture Search During Fine-Tuning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1523-1527} }
Deterministic Neural Illumination Mapping for Efficient Auto-White Balance Correction: Furkan Kınlı,

Doğa Yılmaz,

Barış Özcan,

Furkan Kıraç; [pdf]
[bibtex]
@InProceedings{Kinli_2023_ICCV, author = {K{\i}nl{\i}, Furkan and Y{\i}lmaz, Do\u{g}a and \"Ozcan, Bar{\i}\c{s} and K{\i}ra\c{c}, Furkan}, title = {Deterministic Neural Illumination Mapping for Efficient Auto-White Balance Correction}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1139-1147} }
Revisiting Kernel Temporal Segmentation as an Adaptive Tokenizer for Long-form Video Understanding: Mohamed Afham,

Satya Narayan Shukla,

Omid Poursaeed,

Pengchuan Zhang,

Ashish Shah,

Sernam Lim; [pdf] [arXiv]
[bibtex]
@InProceedings{Afham_2023_ICCV, author = {Afham, Mohamed and Shukla, Satya Narayan and Poursaeed, Omid and Zhang, Pengchuan and Shah, Ashish and Lim, Sernam}, title = {Revisiting Kernel Temporal Segmentation as an Adaptive Tokenizer for Long-form Video Understanding}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1189-1194} }
Cross-Domain Transfer Learning with CoRTe: Consistent and Reliable Transfer from Black-Box to Lightweight Segmentation Model: Claudia Cuttano,

Antonio Tavera,

Fabio Cermelli,

Giuseppe Averta,

Barbara Caputo; [pdf] [supp]
[bibtex]
@InProceedings{Cuttano_2023_ICCV, author = {Cuttano, Claudia and Tavera, Antonio and Cermelli, Fabio and Averta, Giuseppe and Caputo, Barbara}, title = {Cross-Domain Transfer Learning with CoRTe: Consistent and Reliable Transfer from Black-Box to Lightweight Segmentation Model}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1412-1422} }
Efficient Neural PDE-Solvers Using Quantization Aware Training: Winfried van den Dool,

Tijmen Blankevoort,

Max Welling,

Yuki Asano; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{van_den_Dool_2023_ICCV, author = {van den Dool, Winfried and Blankevoort, Tijmen and Welling, Max and Asano, Yuki}, title = {Efficient Neural PDE-Solvers Using Quantization Aware Training}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1423-1432} }
Cross-Model Temporal Cooperation via Saliency Maps for Efficient Frame Classification: Tomaso Trinci,

Tommaso Bianconcini,

Leonardo Sarti,

Leonardo Taccari,

Francesco Sambo; [pdf]
[bibtex]
@InProceedings{Trinci_2023_ICCV, author = {Trinci, Tomaso and Bianconcini, Tommaso and Sarti, Leonardo and Taccari, Leonardo and Sambo, Francesco}, title = {Cross-Model Temporal Cooperation via Saliency Maps for Efficient Frame Classification}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1164-1168} }
Video Action Recognition with Adaptive Zooming Using Motion Residuals: Mostafa Shahabinejad,

Irina Kezele,

Seyed Shahabeddin Nabavi,

Wentao Liu,

Seel Patel,

Yuanhao Yu,

Yang Wang,

Jin Tang; [pdf]
[bibtex]
@InProceedings{Shahabinejad_2023_ICCV, author = {Shahabinejad, Mostafa and Kezele, Irina and Nabavi, Seyed Shahabeddin and Liu, Wentao and Patel, Seel and Yu, Yuanhao and Wang, Yang and Tang, Jin}, title = {Video Action Recognition with Adaptive Zooming Using Motion Residuals}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1214-1223} }
SCoTTi: Save Computation at Training Time with an Adaptive Framework: Ziyu Li,

Enzo Tartaglione,

Van-Tam Nguyen; [pdf]
[bibtex]
@InProceedings{Li_2023_ICCV, author = {Li, Ziyu and Tartaglione, Enzo and Nguyen, Van-Tam}, title = {SCoTTi: Save Computation at Training Time with an Adaptive Framework}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1443-1452} }
Developing Robust and Lightweight Adversarial Defenders by Enforcing Orthogonality on Attack-Agnostic Denoising Autoencoders: Aristeidis Bifis,

Emmanouil Z. Psarakis,

Dimitrios Kosmopoulos; [pdf] [supp]
[bibtex]
@InProceedings{Bifis_2023_ICCV, author = {Bifis, Aristeidis and Psarakis, Emmanouil Z. and Kosmopoulos, Dimitrios}, title = {Developing Robust and Lightweight Adversarial Defenders by Enforcing Orthogonality on Attack-Agnostic Denoising Autoencoders}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1272-1281} }
Surround the Nonlinearity: Inserting Foldable Convolutional Autoencoders to Reduce Activation Footprint: Baptiste Rossigneux,

Inna Kucher,

Vincent Lorrain,

Emmanuel Casseau; [pdf]
[bibtex]
@InProceedings{Rossigneux_2023_ICCV, author = {Rossigneux, Baptiste and Kucher, Inna and Lorrain, Vincent and Casseau, Emmanuel}, title = {Surround the Nonlinearity: Inserting Foldable Convolutional Autoencoders to Reduce Activation Footprint}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1407-1411} }
Can Unstructured Pruning Reduce the Depth in Deep Neural Networks?: Zhu Liao,

Victor Quétu,

Van-Tam Nguyen,

Enzo Tartaglione; [pdf]
[bibtex]
@InProceedings{Liao_2023_ICCV, author = {Liao, Zhu and Qu\'etu, Victor and Nguyen, Van-Tam and Tartaglione, Enzo}, title = {Can Unstructured Pruning Reduce the Depth in Deep Neural Networks?}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1402-1406} }
Accumulation Knowledge Distillation for Conditional GAN Compression: Tingwei Gao,

Rujiao Long; [pdf] [supp]
[bibtex]
@InProceedings{Gao_2023_ICCV, author = {Gao, Tingwei and Long, Rujiao}, title = {Accumulation Knowledge Distillation for Conditional GAN Compression}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1302-1311} }
RCD-SGD: Resource-Constrained Distributed SGD in Heterogeneous Environment Via Submodular Partitioning: Haoze He,

Parijat Dube; [pdf]
[bibtex]
@InProceedings{He_2023_ICCV, author = {He, Haoze and Dube, Parijat}, title = {RCD-SGD: Resource-Constrained Distributed SGD in Heterogeneous Environment Via Submodular Partitioning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1393-1401} }
MGiaD: Multigrid in all Dimensions. Efficiency and Robustness by Weight Sharing and Coarsening in Resolution and Channel Dimensions: Antonia van Betteray,

Matthias Rottmann,

Karsten Kahl; [pdf] [supp]
[bibtex]
@InProceedings{van_Betteray_2023_ICCV, author = {van Betteray, Antonia and Rottmann, Matthias and Kahl, Karsten}, title = {MGiaD: Multigrid in all Dimensions. Efficiency and Robustness by Weight Sharing and Coarsening in Resolution and Channel Dimensions}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1292-1301} }
Shannon Strikes Again! Entropy-Based Pruning in Deep Neural Networks for Transfer Learning Under Extreme Memory and Computation Budgets: Gabriele Spadaro,

Riccardo Renzulli,

Andrea Bragagnolo,

Jhony H. Giraldo,

Attilio Fiandrotti,

Marco Grangetto,

Enzo Tartaglione; [pdf]
[bibtex]
@InProceedings{Spadaro_2023_ICCV, author = {Spadaro, Gabriele and Renzulli, Riccardo and Bragagnolo, Andrea and Giraldo, Jhony H. and Fiandrotti, Attilio and Grangetto, Marco and Tartaglione, Enzo}, title = {Shannon Strikes Again! Entropy-Based Pruning in Deep Neural Networks for Transfer Learning Under Extreme Memory and Computation Budgets}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1518-1522} }
Extending TrOCR for Text Localization-Free OCR of Full-Page Scanned Receipt Images: Hongkuan Zhang,

Edward Whittaker,

Ikuo Kitagishi; [pdf] [arXiv]
[bibtex]
@InProceedings{Zhang_2023_ICCV, author = {Zhang, Hongkuan and Whittaker, Edward and Kitagishi, Ikuo}, title = {Extending TrOCR for Text Localization-Free OCR of Full-Page Scanned Receipt Images}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1479-1485} }
Lightweight Vision Transformer with Spatial and Channel Enhanced Self-Attention: Jiahao Zheng,

Longqi Yang,

Yiying Li,

Ke Yang,

Zhiyuan Wang,

Jun Zhou; [pdf]
[bibtex]
@InProceedings{Zheng_2023_ICCV, author = {Zheng, Jiahao and Yang, Longqi and Li, Yiying and Yang, Ke and Wang, Zhiyuan and Zhou, Jun}, title = {Lightweight Vision Transformer with Spatial and Channel Enhanced Self-Attention}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1492-1496} }
Reconstructing Pruned Filters Using Cheap Spatial Transformations: Roy Miles,

Krystian Mikolajczyk; [pdf] [arXiv]
[bibtex]
@InProceedings{Miles_2023_ICCV, author = {Miles, Roy and Mikolajczyk, Krystian}, title = {Reconstructing Pruned Filters Using Cheap Spatial Transformations}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1244-1252} }
Quantized Generative Models for Solving Inverse Problems: Nareddy Kartheek Kumar Reddy,

Vinayak Killedar,

Chandra Sekhar Seelamantula; [pdf]
[bibtex]
@InProceedings{Reddy_2023_ICCV, author = {Reddy, Nareddy Kartheek Kumar and Killedar, Vinayak and Seelamantula, Chandra Sekhar}, title = {Quantized Generative Models for Solving Inverse Problems}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1528-1533} }
Accelerating Deep Neural Networks via Semi-Structured Activation Sparsity: Matteo Grimaldi,

Darshan C. Ganji,

Ivan Lazarevich,

Sudhakar Sah; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Grimaldi_2023_ICCV, author = {Grimaldi, Matteo and Ganji, Darshan C. and Lazarevich, Ivan and Sah, Sudhakar}, title = {Accelerating Deep Neural Networks via Semi-Structured Activation Sparsity}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1179-1188} }
QBitOpt: Fast and Accurate Bitwidth Reallocation During Training: Jorn Peters,

Marios Fournarakis,

Markus Nagel,

Mart van Baalen,

Tijmen Blankevoort; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Peters_2023_ICCV, author = {Peters, Jorn and Fournarakis, Marios and Nagel, Markus and van Baalen, Mart and Blankevoort, Tijmen}, title = {QBitOpt: Fast and Accurate Bitwidth Reallocation During Training}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1282-1291} }
Factorized Dynamic Fully-Connected Layers for Neural Networks: Francesca Babiloni,

Thomas Tanay,

Jiankang Deng,

Matteo Maggioni,

Stefanos Zafeiriou; [pdf]
[bibtex]
@InProceedings{Babiloni_2023_ICCV, author = {Babiloni, Francesca and Tanay, Thomas and Deng, Jiankang and Maggioni, Matteo and Zafeiriou, Stefanos}, title = {Factorized Dynamic Fully-Connected Layers for Neural Networks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1374-1383} }
Bi-Encoder Cascades for Efficient Image Search: Robert Hönig,

Jan Ackermann,

Mingyuan Chi; [pdf]
[bibtex]
@InProceedings{Honig_2023_ICCV, author = {H\"onig, Robert and Ackermann, Jan and Chi, Mingyuan}, title = {Bi-Encoder Cascades for Efficient Image Search}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1358-1363} }
Multi-Exit Resource-Efficient Neural Architecture for Image Classification with Optimized Fusion Block: Youva Addad,

Alexis Lechervy,

Frédéric Jurie; [pdf]
[bibtex]
@InProceedings{Addad_2023_ICCV, author = {Addad, Youva and Lechervy, Alexis and Jurie, Fr\'ed\'eric}, title = {Multi-Exit Resource-Efficient Neural Architecture for Image Classification with Optimized Fusion Block}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1486-1491} }
Entropic Score Metric: Decoupling Topology and Size in Training-Free NAS: Niccolò Cavagnero,

Luca Robbiano,

Francesca Pistilli,

Barbara Caputo,

Giuseppe Averta; [pdf] [supp]
[bibtex]
@InProceedings{Cavagnero_2023_ICCV, author = {Cavagnero, Niccol\`o and Robbiano, Luca and Pistilli, Francesca and Caputo, Barbara and Averta, Giuseppe}, title = {Entropic Score Metric: Decoupling Topology and Size in Training-Free NAS}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1459-1468} }
CoroNetGAN: Controlled Pruning of GANs via Hypernetworks: Aman Kumar,

Khushboo Anand,

Shubham Mandloi,

Ashutosh Mishra,

Avinash Thakur,

Neeraj Kasera,

Prathosh A P; [pdf]
[bibtex]
@InProceedings{Kumar_2023_ICCV, author = {Kumar, Aman and Anand, Khushboo and Mandloi, Shubham and Mishra, Ashutosh and Thakur, Avinash and Kasera, Neeraj and A P, Prathosh}, title = {CoroNetGAN: Controlled Pruning of GANs via Hypernetworks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1262-1271} }
Dynamic Neural Network is All You Need: Understanding the Robustness of Dynamic Mechanisms in Neural Networks: Mirazul Haque,

Wei Yang; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Haque_2023_ICCV, author = {Haque, Mirazul and Yang, Wei}, title = {Dynamic Neural Network is All You Need: Understanding the Robustness of Dynamic Mechanisms in Neural Networks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {1497-1506} }