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arXivImage restoration

JLD: Perceptual Distance Through A Jacobian Lens

JLD defines a perceptual image distance via a Jacobian-derived metric tensor from frozen vision encoders, achieving state-of-the-art correlation with human judgments and resolution robustness.

Shreshth Saini, Balu Adsumilli, Alan C. Bovik

Published Oct 5, 2026 · ▲ 3 on Hugging Face · Code ★ 3

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67%Highly rated
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NeurIPS 2026Samsung R&D Institute China-Beijing Samsung Telecom R&D Image restoration

GeoMamba: Geometry-Aware State Space Modeling for Image Restoration

Dafeng Zhang, Shizhuo Liu

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Beijing Institute of TechnologyTohokuImage restoration

PCDFusion: Proposal-Context-Detail Bayesian Rendering for Infrared-Visible Image Fusion

Rui Liu, Lin Gu, Hesong Li, Ying Fu

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Hanyang University, SeoulHanyang Univ.Chungnam NationalImage restoration

Discovering Unseen Degradations to Adapt Open-World Image Restoration

Boseong Kim, Tae Hyun Kim, Donghyeon Cho

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Southwest University of Finance Chengdu NormalImage restoration

Beyond MSE: Differentiable Complexity Priors for Structure-Preserving Neural Denoising

Xiangyu Jiang, Jie Huang

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026National University of SingaporeNational university of SingaporeU Michigan - Ann ArborImage restoration

PolarScale: A Physics-Grounded Benchmark for Radiometrically Consistent RGB-to-Stokes Estimation

Beibei Lin, Tingting Chen, Xin Zhang, Wenhao Zhao and 2 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightNanjingKorea Advanced Institute of ScieNanjing University of Science anMax Planck Institute for InformaImage restoration

Noise-Started One-Step Image Super-Resolution via LR-Conditioned SplitMeanFlow and GAN Refinement

Wei Zhu, Kai Zhang, Yu Zheng, Lei Luo and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Science and Technology of ChinImage restoration

Joint EM Image Super-Resolution and Segmentation with Semantic and Structural Priors

Jiateng Shou, Haoyuan Shi, Zhiwei Xiong

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Beijing JiaotongBeijing jiaotong univercityImage restoration

Exploring the Epipolar Consistency for Light Field Deraining

Chen Gao, Youfang Lin, Wenbin Wang, Shuo Zhang

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Beijing Institute of TechnologyImage restoration

Real-World Dual-Pixel Raindrop Removal: A New Benchmark and Degradation-Adaptive RWKV Baseline

Hao Yang, Ruikun Zhang, Liyuan Pan

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Shenzhen MSU-BITImage restoration

Preconditioned Implicit Midpoint Langevin Sampling for Non-Smooth Bayesian Imaging

Sichen Wang, Zhipeng Lu

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Sun Yat-senSUN YAT-SEN UNIVERSITYCollege of Professional and ContImage restoration

Bridging Image Restoration and Recognition via Causal Mediated Unrolling

Haowei Li, Qing Zhao, Yanze Li, ZhiChen Chen and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026HonorShenzhen University of Advanced Image restoration

WorldSR: Harnessing World Knowledge Search for Grounded Image Super-Resolution

Junyuan Deng, Xinyi Wu, Zhenyao Wu, Song Wang and 2 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Beijing JiaotongBeijing jiaotong univercityImage restoration

Matching2Matching: Zero-Shot Light Field Image Denoising with Matching View Construction

Shuo Zhang, Qian Tian, Chen Gao, LongzhaoGuo and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026YonseiYonsei University / FacebookImage restoration

Reading the Unreadable: Text-Aware Image Super-Resolution Needs Reasoning

Jaeseong Lee, Jinwoo Kim, Jinho Jeong, Seon Joo Kim

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026McMaster, McMasterShanghai Jiao TongImage restoration

All-in-one Adverse Weather Removal via Prior-modulated and Velocity-constrained Rectified Flow

Wei Dong, Han Zhou, Terry Ji, Guanhua Zhao and 5 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026Zhejiang University, WestlakeCentral SouthZhejiangWestlakeImage restoration

DoFP-Aligned Lookup Tables for Real-Time Polarization Demosaicking

Yidong Luo, Chenggong Li, Yunfeng Song, Mengyuan Liu and 2 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026SpotlightMalanshan Audio&Video LaboraImage restoration

Noise-Regularized Training for Learned Image Compression

Renjie Zou, Zhiwei Huang, Dong Jiang

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026China TelecomChina Telecom Unmanned TechnologTempleImage restoration

Reliability-Budgeted Edge–Cloud Adaptation for Continual Multimodal Dehazing on UAV

Junwei Zhao, Qianchun Luo, Jie Wu

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SoutheastImage restoration

Beyond Unidirectional: Unsupervised Trajectory Learning for Omnidirectional Controllable Underwater Image Enhancement

Xiaofeng Cong, Xuhao Guo, Kang Zheng, Yu-Xin Zhang and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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