Key papers

• Exploring Smoothness And Class-separation For Semi-supervised Medical Image Segmentation (2022)
  Yicheng Wu, Zhonghua Wu, Qianyi Wu, et al.
  17.00
• SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation (2024)
  Xinyu Xiong et al.
  16.76
• Supervised Raw Video Denoising With A Benchmark Dataset On Dynamic Scenes (2020)
  Huanjing Yue, Cong Cao, Lei Liao, et al.
  15.06
• Boogu-Image-0.1: Boosting Open-Source Unified Multimodal Understanding and Generation (2026)
  Guoxuan Chen et al.
  14.86
• Read It Back: Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation (2026)
  Runhui Huang et al.
  13.52
• Mage-Flow: An Efficient Native-Resolution Foundation Model for Image Generation and Editing (2026)
  Xinjie Zhang et al.
  12.39
• Empirically Analyzing The Effect Of Dataset Biases On Deep Face Recognition Systems (2017)
  Adam Kortylewski, Bernhard Egger, Andreas Schneider, et al.
  12.10
• Generative Adversarial Networks for Image Super-Resolution: A Survey (2022)
  Ziang Wu et al.
  11.85
• DataEvolver: Self-Evolving Multi-Agent Data Construction for Text-Rich Image Generation (2026)
  Siyu Yan et al.
  10.92
• DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration Models (2024)
  Chang-Han Yeh et al.
  10.07
• Recurrent Sinusoidal INRs for Efficient High-Fidelity Representation (2026)
  Hyunmin Cho et al.
  9.68
• IV-CoT: Implicit Visual Chain-of-Thought for Structure-Aware Text-to-Image Generation (2026)
  Zixuan Li et al.
  9.48
• CATANet: Efficient Content-Aware Token Aggregation for Lightweight Image Super-Resolution (2025)
  Xin Liu et al.
  9.37
• Deep Face Restoration: A Survey (2022)
  Tao Wang et al.
  9.23
• Learnable Gated Temporal Shift Module for Deep Video Inpainting (2019)
  Ya-Liang Chang et al.
  9.14
• FS-Diff: Semantic guidance and clarity-aware simultaneous multimodal image fusion and super-resolution (2025)
  Yuchan Jie et al.
  9.06
• Adaptive Rectangular Convolution for Remote Sensing Pansharpening (2025)
  Xueyang Wang et al.
  8.81
• Fast Diffusion EM: a diffusion model for blind inverse problems with application to deconvolution (2023)
  Charles Laroche et al.
  8.72
• From Darkness to Detail: Frequency-Aware SSMs for Low-Light Vision (2024)
  Eashan Adhikarla et al.
  8.59
• Progressive Focused Transformer for Single Image Super-Resolution (2025)
  Wei Long et al.
  8.47
• Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond (2025)
  Guanyao Wu et al.
  8.38
• Contextual Colorization And Denoising For Low-light Ultra High Resolution Sequences (2021)
  N. Anantrasirichai, David Bull
  8.09
• TSCnet: A Text-driven Semantic-level Controllable Framework for Customized Low-Light Image Enhancement (2025)
  Miao Zhang et al.
  7.84
• Classifier-agnostic Saliency Map Extraction (2018)
  Konrad Zolna, Krzysztof J. Geras, Kyunghyun Cho
  7.81
• Advancing WordArt-Oriented Scene Text Recognition: Datasets and Methods (2026)
  Xingsong Ye et al.
  7.58
• Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis (2026)
  Shufan Li et al.
  7.58
• BVINet: Unlocking Blind Video Inpainting with Zero Annotations (2025)
  Zhiliang Wu et al.
  7.53
• Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation (2025)
  Qingchen Tang et al.
  6.96
• RSRefSeg: Referring Remote Sensing Image Segmentation with Foundation Models (2025)
  Keyan Chen et al.
  6.85
• LD-RPS: Zero-Shot Unified Image Restoration via Latent Diffusion Recurrent Posterior Sampling (2025)
  Huaqiu Li and Yong Wang and Tongwen Huang and Hailang Huang and Haoqian Wang and Xiangxiang Chu
  6.80
• Multi-scale Recursive And Perception-distortion Controllable Image Super-resolution (2018)
  Pablo Navarrete Michelini, Dan Zhu, Hanwen Liu
  6.77
• InstanceControl: Controllable Complex Image Generation without Instance Labeling (2026)
  Xiaoyu Liu et al.
  6.64
• MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image Segmentation (2025)
  Qing Xu et al.
  6.58
• Image Captioning Evaluation in the Age of Multimodal LLMs: Challenges and Future Perspectives (2025)
  Sara Sarto et al.
  6.36
• Multi-Scale Texture Loss for CT denoising with GANs (2024)
  Francesco Di Feola et al.
  6.34
• Promoting Segment Anything Model Towards Highly Accurate Dichotomous Image Segmentation (2023)
  Xianjie Liu, Keren Fu, Yao Jiang, et al.
  6.34
• ImageDDI: Image-enhanced Molecular Motif Sequence Representation for Drug-Drug Interaction Prediction (2025)
  Yuqin He et al.
  6.12
• Gaussian highpass guided image filtering (2025)
  Lei Zhao and Chuanjiang He
  5.84
• Joint Demosaicing And Denoising With Double Deep Image Priors (2023)
  Taihui Li, Anish Lahiri, Yutong Dai, et al.
  5.84
• UR2P-Dehaze: Learning a Simple Image Dehaze Enhancer via Unpaired Rich Physical Prior (2025)
  Minglong Xue et al.
  5.73
• Learning to Compose: Revisiting Proxy Task Design for Zero-Shot Composed Image Retrieval (2026)
  Jingjing Zhang et al.
  5.44
• MedCAGD: Context-Aware Gated Decoder for Efficient Medical Image Segmentation (2026)
  Saad Wazir et al.
  5.44
• Restore3D: Breathing Life into Broken Objects with Shape and Texture Restoration (2026)
  Xiaolong Shen et al.
  5.44
• Learning Multi-scale Spatial-frequency Features for Image Denoising (2025)
  Xu Zhao and Chen Zhao and Xiantao Hu and Hongliang Zhang and Ying Tai and Jian Yang
  5.35
• On Denoising Walking Videos for Gait Recognition (2025)
  Dongyang Jin et al.
  5.29
• A DMD-Based Adaptive Modulation Method for High Dynamic Range Imaging in High-Glare Environments (2026)
  Banglei Guan et al.
  5.25
• Using Powerful Prior Knowledge of Diffusion Model in Deep Unfolding Networks for Image Compressive Sensing (2025)
  Chen Liao and Yan Shen and Dan Li and Zhongli Wang
  5.18
• Adaptive Knowledge Transferring with Switching Dual-Student Framework for Semi-Supervised Medical Image Segmentation (2025)
  Hoang-Thien Nguyen et al.
  5.15
• SegDINO: An Efficient Design for Medical and Natural Image Segmentation with DINO-V3 (2025)
  Sicheng Yang et al.
  5.10
• PyramidalWan: On Making Pretrained Video Model Pyramidal for Efficient Inference (2026)
  Denis Korzhenkov et al.
  5.07
• HAT Super-Resolution and a PARSeq+CLIP4STR Voting Ensemble for Extreme In-the-Wild License Plate Recognition (2026)
  Karthik Sivarama Krishnan et al.
  4.95
• Equivariant Filter for High Performance Image Tracking using an Event Camera (2026)
  Angus Apps et al.
  4.95
• IB-Flow: Information Bottleneck-Guided CFG Distillation for Few-Step Text-to-Image Generation (2026)
  Yiting Wang et al.
  4.95
• YeTI: You Only Need Two Noisy Images for Real-World sRGB Noise Generation (2026)
  Jaekyun Ko et al.
  4.95
• Simon-SR: Spatially Adaptive Modulation and Visual Prompt Adaptation for Text-Reinforced Super-Resolution (2026)
  Haotong Cheng et al.
  4.95
• SigLIP-HD by Fine-to-Coarse Supervision (2026)
  Lihe Yang et al.
  4.95
• From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting (2026)
  Zizhao Chen et al.
  4.95
• GS-RealBlur: A Flexible Data Acquisition Framework for Real-World Image Deblurring (2026)
  Mingyang Chen et al.
  4.95
• WREN: Low Light Image Enhancement Using Retinex theory-based Double U-Net-like Structures (2026)
  Reina Kaneko et al.
  4.95
• StructGen: Disambiguating Multi-Reference Image Generation via Structured Context Modeling (2026)
  Jianing Peng et al.
  4.95