v1v2 (latest)

Image coding for machines: an end-to-end learned approach

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021

23 August 2021

Nam Le

Honglei Zhang

Francesco Cricri

Ramin Ghaznavi-Youvalari

Esa Rahtu

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Papers citing "Image coding for machines: an end-to-end learned approach"

38 / 38 papers shown

Title
Diff-ICMH: Harmonizing Machine and Human Vision in Image Compression with Generative Prior Ruoyu Feng Y. Qi Jinming Liu Yixin Gao Xin Li Xin Jin Zhibo Chen DiffM 100 0 0 27 Nov 2025
Training-Free Adaptive Quantization for Variable Rate Image Coding for Machines Yui Tatsumi Ziyue Zeng Hiroshi Watanabe MQ 145 0 0 08 Nov 2025
NeuCo-Bench: A Novel Benchmark Framework for Neural Embeddings in Earth Observation Rikard Vinge Isabelle Wittmann Jannik Schneider Michael Marszalek Luis Gilch Thomas Brunschwiler C. Albrecht 132 1 0 19 Oct 2025
Explicit Residual-Based Scalable Image Coding for Humans and Machines Yui Tatsumi Ziyue Zeng Hiroshi Watanabe 130 3 0 24 Jun 2025
Image Coding for Machines via Feature-Preserving Rate-Distortion Optimization Samuel Fernández-Menduiña Eduardo Pavez Antonio Ortega 336 1 0 03 Apr 2025
Guided Diffusion for the Extension of Machine Vision to Human Visual Perception Takahiro Shindo Yui Tatsumi Taiju Watanabe Hiroshi Watanabe DiffM VLM 209 2 0 23 Mar 2025
Unified Coding for Both Human Perception and Generalized Machine Analytics with CLIP SupervisionAAAI Conference on Artificial Intelligence (AAAI), 2025 Kangsheng Yin Quan Liu Xuelin Shen Yulin He Wenhan Yang Shiqi Wang VLM 299 3 0 08 Jan 2025
An Efficient Adaptive Compression Method for Human Perception and Machine Vision Tasks Lei Liu Zhenghao Chen Zhihao Hu Dong Xu 240 5 0 08 Jan 2025
SMIC: Semantic Multi-Item Compression based on CLIP dictionary Tom Bachard Thomas Maugey 233 0 0 06 Dec 2024
DT-JRD: Deep Transformer based Just Recognizable Difference Prediction Model for Video Coding for Machines Junqi Liu Yun Zhang Xiaoqi Wang Xu Long Sam Kwong 262 0 0 14 Nov 2024
Delta-ICM: Entropy Modeling with Delta Function for Learned Image CompressionIEEE International Conference on Consumer Electronics (ICCE), 2024 Takahiro Shindo Taiju Watanabe Yui Tatsumi Hiroshi Watanabe 294 5 0 10 Oct 2024
All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path AggregationNeural Information Processing Systems (NeurIPS), 2024 Xu Zhang Peiyao Guo Ming Lu Zhan Ma 265 8 0 29 Sep 2024
Bridging Compressed Image Latents and Multimodal Large Language Models Chia-Hao Kao Cheng Chien Yu-Jen Tseng Yi-Hsin Chen Alessandro Gnutti Shao-Yuan Lo Wen-Hsiao Peng Riccardo Leonardi 345 5 0 29 Jul 2024
Rate-Distortion-Cognition Controllable Versatile Neural Image Compression Jinming Liu Ruoyu Feng Yunpeng Qi Qiuyu Chen Zhibo Chen Wenjun Zeng Xin Jin 293 12 0 16 Jul 2024
Rethinking Learned Image Compression: Context is All You Need Jixiang Luo 306 2 0 16 Jul 2024
Coding for Intelligence from the Perspective of Category Wenhan Yang Zixuan Hu Lilang Lin Jiaying Liu Ling-Yu Duan AI4CE 506 1 0 01 Jul 2024
Competitive Learning for Achieving Content-specific Filters in Video Coding for Machines Honglei Zhang Jukka I. Ahonen Nam Le Ruiying Yang Francesco Cricri 132 2 0 18 Jun 2024
Towards Point Cloud Compression for Machine Perception: A Simple and Strong Baseline by Learning the Octree Depth Level Predictor Lei Liu Zhihao Hu Zheng-wei Chen 3DPC 274 4 0 02 Jun 2024
Scalable Image Coding for Humans and Machines Using Feature Fusion NetworkIEEE International Workshop on Multimedia Signal Processing (MMSP), 2024 Takahiro Shindo Taiju Watanabe Yui Tatsumi Hiroshi Watanabe 426 10 0 15 May 2024
A Perspective on Deep Vision Performance with Standard Image and Video Codecs Christoph Reich Oliver Hahn Zorah Lähner Stefan Roth Biplob K. Debnath 232 2 0 18 Apr 2024
Channel-wise Feature Decorrelation for Enhanced Learned Image Compression Farhad Pakdaman Moncef Gabbouj 155 4 0 16 Mar 2024
Image Coding for Machines with Edge Information Learning Using Segment Anything Takahiro Shindo Kein Yamada Taiju Watanabe Hiroshi Watanabe 249 21 0 07 Mar 2024
Scalable Human-Machine Point Cloud Compression Mateen Ulhaq Ivan V. Bajić 198 3 0 19 Feb 2024
Generative Visual Compression: A Review Bo Chen Shanzhi Yin Peilin Chen Shiqi Wang Yan Ye 196 15 0 03 Feb 2024
NN-VVC: Versatile Video Coding boosted by self-supervisedly learned image coding for machines Jukka I. Ahonen Nam Le Honglei Zhang A. Hallapuro Francesco Cricri Hamed R. Tavakoli M. Hannuksela Esa Rahtu 165 2 0 19 Jan 2024
Bridging the gap between image coding for machines and humans Nam Le Honglei Zhang Francesco Cricri Ramin Ghaznavi-Youvalari Hamed R. Tavakoli Emre B. Aksu M. Hannuksela Esa Rahtu 276 6 0 19 Jan 2024
Differentially Encoded Observation Spaces for Perceptive Reinforcement LearningIEEE International Conference on Robotics and Automation (ICRA), 2023 Lev Grossman Brian Plancher OffRL 174 1 0 03 Oct 2023
Image Coding for Machines with Object Region LearningConsumer Communications and Networking Conference (CCNC), 2023 Takahiro Shindo Taiju Watanabe Kein Yamada Hiroshi Watanabe 142 11 0 27 Aug 2023
Prompt-ICM: A Unified Framework towards Image Coding for Machines with Task-driven Prompts Ruoyu Feng Jinming Liu Xin Jin Xiaohan Pan Heming Sun Zhibo Chen VLM 243 16 0 04 May 2023
Semantically Structured Image Compression via Irregular Group-Based DecouplingIEEE International Conference on Computer Vision (ICCV), 2023 V. Sheoran Yixin Gao Shreyansh Joshi Tanisha R. Bhayani Zhibo Chen 471 22 0 04 May 2023
Compute-Efficient Deep Learning: Algorithmic Trends and OpportunitiesJournal of machine learning research (JMLR), 2022 Brian Bartoldson B. Kailkhura Davis W. Blalock 284 64 0 13 Oct 2022
Privacy-Preserving Feature Coding for MachinesPicture Coding Symposium (PCS), 2022 Bardia Azizian Ivan V. Bajić 157 5 0 03 Oct 2022
Image Coding for Machines with Omnipotent Feature LearningEuropean Conference on Computer Vision (ECCV), 2022 Ruoyu Feng Xin Jin Zongyu Guo Runsen Feng Yixin Gao Tianyu He Zhizheng Zhang Simeng Sun Zhibo Chen VLM 260 56 0 05 Jul 2022
Feature Compression for Rate Constrained Object Detection on the EdgeConference on Multimedia Information Processing and Retrieval (MIPR), 2022 Zhongzheng Yuan Samyak Rawlekar S. Garg E. Erkip Yao Wang 213 14 0 15 Apr 2022
Fostering the Robustness of White-Box Deep Neural Network Watermarks by Neuron AlignmentIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Fangqi Li Shi-Lin Wang Yun Zhu 98 13 0 28 Dec 2021
Towards End-to-End Image Compression and Analysis with Transformers Yuanchao Bai Xu Yang Xianming Liu Junjun Jiang Yaowei Wang Xiangyang Ji Wen Gao ViT 215 62 0 17 Dec 2021
Video Coding for Machine: Compact Visual Representation Compression for Intelligent Collaborative Analytics Wenhan Yang Haofeng Huang Yueyu Hu Ling-yu Duan Jiaying Liu 215 27 0 18 Oct 2021
Learned Image Coding for Machines: A Content-Adaptive ApproachIEEE International Conference on Multimedia and Expo (ICME), 2021 Nam Le Honglei Zhang Francesco Cricri Ramin Ghaznavi-Youvalari Hamed R. Tavakoli Esa Rahtu 206 50 0 23 Aug 2021