Task-Driven Image Restoration

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8 papers0 papers in the last four weeks, down 100% on the four weeks before. 0.0% of all new papers.

  1. TERA: Task-Evidence Restoration for Underwater Object Detection under Bandwidth-Constrained Transmission

    Nov 2, 2026Heejin Kim, Joon-Seok Song, Eunil ParkTask-Driven Image RestorationUnderwater Object Detection

    Sungkyunkwan University, Seoul, Republic of Korea · Jaume I University, Castellon, Spain

  2. TaskIR: Task-Driven Image Restoration via Degradation Adaptation and Task Feedback

    Sep 25, 2026Yanjie Tu, Qingsen Yan, Axi Niu +4All-in-One Image RestorationImage Restoration

    Northwestern Polytechnical University · Shenzhen Research Institute of Northwestern Polytechnical University · Xi’an University of Architecture and Technology

  3. Restore What Matters: Lessons from Joint Restoration and Recognition

    Sep 12, 2026Lanqing Guo, Xijun Wang, Minchul Kim +7Atmospheric Turbulence MitigationTask-Driven Image Restoration

    The University of Texas at Austin, Austin, USA · Purdue University, West Lafayette, USA · Michigan State University, Lansing, USA

  4. TaskGuard: Task-Conditioned Restoration Utility for Risk-Aware Object Detection

    Sep 7, 2026Vung PhamImage Corruption RobustnessImage Restoration

    Computer Science Department, Sam Houston State University, Huntsville, Texas, USA

  5. DocIntent: Answerability-Guided Agentic Restoration for Real-World Document Visual Question Answering

    Aug 29, 2026Zihan Huang, Shihang Wu, Junle Liu +4Agent-Based Image RestorationTask-Driven Image Restoration

    South China University of Technology

  6. Noise-Free One-Step LoRA for Task-Driven Image Restoration with Diffusion Priors

    Jul 28, 2026Jaeha Kim, Kyoung Mu LeeImage RestorationTask-Driven Image Restoration

    Dept. of ECE & ASRI, Seoul National University, Seoul, Korea · IPAI, Seoul National University, Seoul, Korea

  7. TaskTok: Delving into Task Tokens for Task-driven Image Restoration

    Jun 25, 2026Hongjae Lee, Sojung Kang, Jaeseong Yu +1Image RestorationVisual Token Pruning

    Korea University

  8. Adaptive Dynamic Dehazing via Instruction-Driven and Task-Feedback Closed-Loop Optimization for Diverse Downstream Task Adaptation

    Feb 28, 2026Yafei Zhang, Shuaitian Song, Huafeng Li +2Task-Driven Image RestorationImage Dehazing

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China · School of Instrument Seicence and Opto-electronics Engineering, Hefei University of Technology, Hefei 230009 , China