Jinshan Pan

Bridging Fidelity-Reality with Controllable One-Step Diffusion for Image Super-Resolution CVPR 2026 FoundIR-v2: Optimizing Pre-Training Data Mixtures for Image Restoration Foundation Model CVPR 2026 History to Future: Evolving Agent with Experience and Thought for Zero-shot Vision-and-Language Navigation CVPR 2026 Revisiting Learning with Noisy Labels: Active Forgetting and Noise Suppression CVPR 2026 STCDiT: Spatio-Temporally Consistent Diffusion Transformer for High-Quality Video Super-Resolution CVPR 2026 A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition CVPR 2025 CA2C: A Prior-Knowledge-Free Approach for Robust Label Noise Learning via Asymmetric Co-learning and Co-training ICCV 2025 Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration ICCV 2025 DORNet: A Degradation Oriented and Regularized Network for Blind Depth Super-Resolution CVPR 2025 Efficient Concertormer for Image Deblurring and Beyond ICCV 2025 Efficient Video Super-Resolution for Real-time Rendering with Decoupled G-buffer Guidance CVPR 2025 Efficient Visual State Space Model for Image Deblurring CVPR 2025 FaithDiff: Unleashing Diffusion Priors for Faithful Image Super-resolution CVPR 2025 FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration ICCV 2025 Frequency Domain-Based Diffusion Model for Unpaired Image Dehazing ICCV 2025 Intra and Inter Parser-Prompted Transformers for Effective Image Restoration AAAI 2025 Learning Deblurring Texture Prior from Unpaired Data with Diffusion Model ICCV 2025 PatchScaler: An Efficient Patch-Independent Diffusion Model for Image Super-Resolution ICCV 2025 Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration CVPR 2024 Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining CVPR 2024 ColorMNet: A Memory-based Deep Spatial-Temporal Feature Propagation Network for Video Colorization ECCV 2024 Correlation Matching Transformation Transformers for UHD Image Restoration AAAI 2024 Seeing the Unseen: A Frequency Prompt Guided Transformer for Image Restoration ECCV 2024 SelfPromer: Self-Prompt Dehazing Transformers with Depth-Consistency AAAI 2024 SMFANet: A Lightweight Self-Modulation Feature Aggregation Network for Efficient Image Super-Resolution ECCV 2024 Deep Discriminative Spatial and Temporal Network for Efficient Video Deblurring CVPR 2023 DLGSANet: Lightweight Dynamic Local and Global Self-Attention Networks for Image Super-Resolution ICCV 2023 Efficient Frequency Domain-Based Transformers for High-Quality Image Deblurring CVPR 2023 FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction CVPR 2023 Hybrid CNN-Transformer Feature Fusion for Single Image Deraining AAAI 2023 Learning a Sparse Transformer Network for Effective Image Deraining CVPR 2023 Multi-Scale Residual Low-Pass Filter Network for Image Deblurring ICCV 2023 PromptRestorer: A Prompting Image Restoration Method with Degradation Perception NeurIPS 2023 Spatially-Adaptive Feature Modulation for Efficient Image Super-Resolution ICCV 2023 Deep Recurrent Neural Network with Multi-Scale Bi-directional Propagation for Video Deblurring AAAI 2022 Learning Discriminative Shrinkage Deep Networks for Image Deconvolution ECCV 2022 Online-Updated High-Order Collaborative Networks for Single Image Deraining AAAI 2022 ShuffleMixer: An Efficient ConvNet for Image Super-Resolution NeurIPS 2022 Unpaired Deep Image Deraining Using Dual Contrastive Learning CVPR 2022 Deep Blind Video Super-Resolution ICCV 2021 Image De-Raining via Continual Learning CVPR 2021 Learning a Non-Blind Deblurring Network for Night Blurry Images CVPR 2021 Learning To Restore Hazy Video: A New Real-World Dataset and a New Method CVPR 2021 Unpaired Learning for Deep Image Deraining With Rain Direction Regularizer ICCV 2021 Cascaded Deep Video Deblurring Using Temporal Sharpness Prior CVPR 2020 Image Formation Model Guided Deep Image Super-Resolution AAAI 2020 Learning Event-Driven Video Deblurring and Interpolation ECCV 2020 Learning to Deblur Face Images via Sketch Synthesis AAAI 2020 Multi-Scale Boosted Dehazing Network With Dense Feature Fusion CVPR 2020 Physics-based Feature Dehazing Networks ECCV 2020 DAVANet: Stereo Deblurring With View Aggregation CVPR 2019 Learning Deep Priors for Image Dehazing ICCV 2019 Spatially Variant Linear Representation Models for Joint Filtering CVPR 2019 Spatio-Temporal Filter Adaptive Network for Video Deblurring ICCV 2019 Deep Non-Blind Deconvolution via Generalized Low-Rank Approximation NeurIPS 2018 Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks CVPR 2018 Gated Fusion Network for Single Image Dehazing CVPR 2018 Learning a Discriminative Prior for Blind Image Deblurring CVPR 2018 Learning Data Terms for Non-blind Deblurring ECCV 2018 Learning Dual Convolutional Neural Networks for Low-Level Vision CVPR 2018 LSTM Pose Machines CVPR 2018 Single Image Dehazing via Conditional Generative Adversarial Network CVPR 2018 Blind Image Deblurring With Outlier Handling ICCV 2017 Learning Discriminative Data Fitting Functions for Blind Image Deblurring ICCV 2017 Learning Fully Convolutional Networks for Iterative Non-Blind Deconvolution CVPR 2017 Learning to Super-Resolve Blurry Face and Text Images ICCV 2017 Video Deblurring via Semantic Segmentation and Pixel-Wise Non-Linear Kernel ICCV 2017 Blind Image Deblurring Using Dark Channel Prior CVPR 2016 Robust Kernel Estimation With Outliers Handling for Image Deblurring CVPR 2016 Soft-Segmentation Guided Object Motion Deblurring CVPR 2016 Deblurring Text Images via L0-Regularized Intensity and Gradient Prior CVPR 2014