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20122026
most citedImage and Video Compression with Neural Networks: A Review

462 citations · 1.9k across the 105 of their papers we have counts for

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Showing 2026 · cs.CVShow all

15 papers · 2 filters

cs.CV2026

CodecArena: Codec Quality Assessment via Visual Reinforcement Learning

Jiaye Fu, Weiqi Li, Qiankun Gao +5

Video coding is advancing into the low and ultra-low bitrate regime, driven by end-to-end codecs that replace the hand-crafted pipeline with jointly optimized neural networks and g…

cs.CV2026

Overview of Cross-Component In-loop Filters in Video Coding Standards

Zhaoyu Li, Xuewei Meng, Jiaqi Zhang +4

In-loop filters have been comprehensively explored during the development of video coding standards due to their remarkable noise-reduction capability. In the early stage of video…

cs.CV2026

LUMI: Tokenizer-Agnostic LLM-Based Lossless Image Compression

Chris Xing Tian, Chengkai Wu, Ziyu Wang +6

Large language model (LLM)-based lossless image compression methods typically represent pixel data through the native text interface of a pretrained model, converting pixel values…

cs.CV2026

Optimized Adaptive Loop Filter in Versatile Video Coding

Xuewei Meng, Jiaqi Zhang, Chuanmin Jia +3

In the Versatile Video Coding~(VVC) standard, adaptive loop filter~(ALF), including Geometry transformation-based Adaptive Loop Filter~(GALF) and Cross Component Adaptive Loop Filt…

cs.CV2026

L2D2-GS: Learning to Densify for Feedforward Dynamic Gaussian Scene Reconstruction

Zetian Song, Chenming Wu, Junnan Liu +6

High-fidelity reconstruction of dynamic urban environments is a cornerstone of autonomous driving simulation and large-scale world modeling. While 3D Gaussian Splatting (3DGS) has…

cs.CV2026

Boosting Neural Video Codec via Scale-Driven Online Flow Refinement

Tiange Zhang, Rongqun Lin, Haocheng Tang +4

Although state-of-the-art neural video codecs (NVCs) have achieved remarkable performance, they suffer from limited generalization when encountering complex motion patterns unseen…

cs.CV2026★ 12 cited

Spatio-Temporal Correlation Guided Geometric Partitioning for Versatile Video Coding

Xuewei Meng, Chuanmin Jia, Xinfeng Zhang +2

Geometric partitioning has attracted increasing attention by its remarkable motion field description capability in the hybrid video coding framework. However, the existing geometri…

cs.CV2026★ 6 cited

Edge-directed geometric partitioning for versatile video coding

Xuewei Meng, Xinfeng Zhang, Chuanmin Jia +3

To improve the coding performance, geometric partition (GEO) was proposed for the upcoming VVC standard. GEO provides 140 partition candidates. The index of optimal GEO mode needs…

cs.CV2026★ 2 cited

Deformable Wiener Filter for Future Video Coding

Xuewei Meng, Chuanmin Jia, Xinfeng Zhang +2

In-loop filters have attracted increasing attention due to the remarkable noise-reduction capability in the hybrid video coding framework. However, the existing in-loop filters in…

cs.CV2026

Spark3R: Asymmetric Token Reduction Makes Fast Feed-Forward 3D Reconstruction

Zecheng Tang, Jiaye Fu, Qiankun Gao +5

Feed-forward 3D reconstruction models based on Vision Transformers can directly estimate scene geometry and camera poses from a small set of input images, but scaling them to video…

cs.CV2026

Dual-Latent Collaborative Decoding for Fidelity-Perception Balanced Image Compression

Qi Mao, Zijian Wang, Zhengxue Cheng +2

Learned image compression (LIC) increasingly requires reconstructions that balance distortion fidelity and perceptual realism across a wide range of bitrates. However, most existin…

cs.CV2026

Neural Video Compression with Domain Transfer

Tiange Zhang, Rongqun Lin, Xiandong Meng +4

Content-adaptive compression has always been a key direction in neural video coding (NVC), aiming to mitigate the domain gap between training and testing data. Such gaps often aris…

cs.CV2026

EditTransfer++: Toward Faithful and Efficient Visual-Prompt-Guided Image Editing

Lan Chen, Qi Mao, Yiren Song +2

Visual-prompt-guided edit transfer aims to learn image transformations directly from example pairs, offering more precise and controllable editing than purely text-driven approache…

cs.CV2026

SoLAR: Error-Resilient Streamable Long-Horizon Free-Viewpoint Video Reconstruction with Anchor Activation and Latent Recalibration

Haotian Zhang, Xu Mo, Yixin Yu +7

Free-Viewpoint Video (FVV) has emerged as a cornerstone of next-generation immersive media systems and attracted widespread attention. Previous methods primarily focus on short vid…

cs.CV2026

Parallax to Align Them All: An OmniParallax Attention Mechanism for Distributed Multi-View Image Compression

Haotian Zhang, Feiyue Long, Yixin Yu +7

Multi-view image compression (MIC) aims to achieve high compression efficiency by exploiting inter-image correlations, playing a crucial role in 3D applications. As a subfield of M…