ICCV 2025 Open Access Repository

The 3rd Binary and Extreme Quantization for Computer Vision

PTQAT: A Hybrid Parameter-Efficient Quantization Algorithm for 3D Perception Tasks: Xinhao Wang,

Zhiwei Lin,

Zhongyu Xia,

Yongtao Wang; [pdf] [arXiv]
[bibtex]
@InProceedings{Wang_2025_ICCV, author = {Wang, Xinhao and Lin, Zhiwei and Xia, Zhongyu and Wang, Yongtao}, title = {PTQAT: A Hybrid Parameter-Efficient Quantization Algorithm for 3D Perception Tasks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4012-4022} }
Binary SqueezeNet: Enhancing Parameter Efficiency in Binary Neural Networks: Salih Atabey,

Erdem Akagündüz; [pdf]
[bibtex]
@InProceedings{Atabey_2025_ICCV, author = {Atabey, Salih and Akag\"und\"uz, Erdem}, title = {Binary SqueezeNet: Enhancing Parameter Efficiency in Binary Neural Networks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4052-4061} }
Probabilistic dynamic quantization for memory constrained devices: Gabriele Santini,

Francesco Paissan,

Elisabetta Farella; [pdf]
[bibtex]
@InProceedings{Santini_2025_ICCV, author = {Santini, Gabriele and Paissan, Francesco and Farella, Elisabetta}, title = {Probabilistic dynamic quantization for memory constrained devices}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3973-3982} }
Extreme Compression of Adaptive Neural Images: Leo Hoshikawa,

Marcos V. Conde,

Takeshi Ohashi,

Atsushi Irie; [pdf] [arXiv]
[bibtex]
@InProceedings{Hoshikawa_2025_ICCV, author = {Hoshikawa, Leo and Conde, Marcos V. and Ohashi, Takeshi and Irie, Atsushi}, title = {Extreme Compression of Adaptive Neural Images}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3983-3993} }
Enhancing Generalization in Data-free Quantization via Mixup-class Prompting: Jiwoong Park,

Chaeun Lee,

Yongseok Choi,

Sein Park,

Deokki Hong,

Jungwook Choi; [pdf] [arXiv]
[bibtex]
@InProceedings{Park_2025_ICCV, author = {Park, Jiwoong and Lee, Chaeun and Choi, Yongseok and Park, Sein and Hong, Deokki and Choi, Jungwook}, title = {Enhancing Generalization in Data-free Quantization via Mixup-class Prompting}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4002-4011} }
PREFILT: Prefiltering for Fully Quantized Image Restoration Neural Networks: Denis Makhov,

Ruslan Ostapets,

Irina Zhelavskaya,

Dehua Song; [pdf]
[bibtex]
@InProceedings{Makhov_2025_ICCV, author = {Makhov, Denis and Ostapets, Ruslan and Zhelavskaya, Irina and Song, Dehua}, title = {PREFILT: Prefiltering for Fully Quantized Image Restoration Neural Networks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4042-4051} }
Exploiting Information Redundancy in Attention Maps for Extreme Quantization of Vision Transformers: Lucas Maisonnave,

Karim Haroun,

Tom Pegeot; [pdf] [arXiv]
[bibtex]
@InProceedings{Maisonnave_2025_ICCV, author = {Maisonnave, Lucas and Haroun, Karim and Pegeot, Tom}, title = {Exploiting Information Redundancy in Attention Maps for Extreme Quantization of Vision Transformers}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4033-4041} }
HC-PTQ: Poincare-Based Hyperbolic Clustering for Data-Free Quantization of Vision Transformers: Raffaele Mineo,

Simone Palazzo,

Concetto Spampinato,

Francesco Rundo; [pdf]
[bibtex]
@InProceedings{Mineo_2025_ICCV, author = {Mineo, Raffaele and Palazzo, Simone and Spampinato, Concetto and Rundo, Francesco}, title = {HC-PTQ: Poincare-Based Hyperbolic Clustering for Data-Free Quantization of Vision Transformers}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3994-4001} }
MoPEQ: Mixture of Mixed Precision Quantized Experts: Krishna Teja Chitty-Venkata,

Jie Ye,

Murali Emani; [pdf] [arXiv]
[bibtex]
@InProceedings{Chitty-Venkata_2025_ICCV, author = {Chitty-Venkata, Krishna Teja and Ye, Jie and Emani, Murali}, title = {MoPEQ: Mixture of Mixed Precision Quantized Experts}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4023-4032} }