CVPR 2024 图像处理方向总汇（图像去噪、图像增强、图像分割和图像恢复等）

1、Image Progress(图像处理)

• 去鬼影
  • Generating Content for HDR Deghosting from Frequency View
• 去阴影
  • HomoFormer: Homogenized Transformer for Image Shadow Removal
• 去模糊
  • Unsupervised Blind Image Deblurring Based on Self-Enhancement
  • Latency Correction for Event-guided Deblurring and Frame Interpolation
  • LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network
  • ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation
  • Blur2Blur: Blur Conversion for Unsupervised Image Deblurring on Unknown Domains
    ⭐code
  • AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring
    ⭐code
    ⭐code
  • A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning
    ⭐code
• 去雾
  • ODCR: Orthogonal Decoupling Contrastive Regularization for Unpaired Image Dehazing
  • Depth Information Assisted Collaborative Mutual Promotion Network for Single Image Dehazing
  • A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint
    ⭐code
• 去噪
  • Real-World Mobile Image Denoising Dataset with Efficient Baselines
  • GenesisTex: Adapting Image Denoising Diffusion to Texture Space
  • Robust Image Denoising through Adversarial Frequency Mixup
  • Exploring Efficient Asymmetric Blind-Spots for Self-Supervised Denoising in Real-World Scenarios
  • Masked and Shuffled Blind Spot Denoising for Real-World Images
  • LAN: Learning to Adapt Noise for Image Denoising
  • Unmixing Diffusion for Self-Supervised Hyperspectral Image Denoising
  • Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
  • Transfer CLIP for Generalizable Image Denoising
  • Residual Denoising Diffusion Models
    ⭐code
  • Equivariant plug-and-play image reconstruction
    ⭐code
  • Patch2Self2: Self-supervised Denoising on Coresets via Matrix Sketching
  • Hyper-MD: Mesh Denoising with Customized Parameters Aware of Noise Intensity and Geometric Characteristics
  • Zero-Shot Illumination-Guided Joint Denoising and Adaptive Enhancement for Low-Light Images
    👍中文简介
• 去雨
  • Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining
    ⭐code
• 去反射
  • Revisiting Single Image Reflection Removal In the Wild
  • Language-guided Image Reflection Separation图像反射分离
• 修图
  • Close Imitation of Expert Retouching for Black-and-White Photography
• 图像增强
  • Color Shift Estimation-and-Correction for Image Enhancement
  • FlowIE：Efficient Image Enhancement via Rectified Flow
  • Fourier Priors-Guided Diffusion for Zero-Shot Joint Low-Light Enhancement and Deblurring
  • Specularity Factorization for Low-Light Enhancement
  • Zero-Reference Low-Light Enhancement via Physical Quadruple Priors
    ⭐code
  • Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach
    ⭐code
  • Empowering Resampling Operation for Ultra-High-Definition Image Enhancement with Model-Aware Guidance
  • Light the Night: A Multi-Condition Diffusion Framework for Unpaired Low-Light Enhancement in Autonomous Driving
• 图像恢复
  • Learning Diffusion Texture Priors for Image Restoration
  • CoDe: An Explicit Content Decoupling Framework for Image Restoration
  • Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration
  • Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild
  • Look-Up Table Compression for Efficient Image Restoration
  • HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion Models
  • DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks
  • Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance
    ⭐code
  • Deep Equilibrium Diffusion Restoration with Parallel Sampling
    ⭐code
  • Distilling Semantic Priors from SAM to Efficient Image Restoration Models
  • Boosting Image Restoration via Priors from Pre-trained Models
  • Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration
  • Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model
    ⭐code
  • Restoration by Generation with Constrained Priors
    🏠project
  • Multimodal Prompt Perceiver: Empower Adaptiveness Generalizability and Fidelity for All-in-One Image Restoration
  • Improving Image Restoration through Removing Degradations in Textual Representations
    ⭐code
• 图像修复
  • Brush2Prompt: Contextual Prompt Generator for Object Inpainting
  • Don't Look into the Dark: Latent Codes for Pluralistic Image Inpainting
  • NeRFiller: Completing Scenes via Generative 3D Inpainting
  • MVIP-NeRF: Multi-view 3D Inpainting on NeRF Scenes via Diffusion Prior3D 修复
  • Structure Matters: Tackling the Semantic Discrepancy in Diffusion Models for Image Inpainting
    ⭐code
• 图像超级补全
  • Shadow-Enlightened Image Outpainting
• 图像质量
  • Blind Image Quality Assessment Based on Geometric Order Learning
  • Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm Regularization
  • Bridging the Synthetic-to-Authentic Gap: Distortion-Guided Unsupervised Domain Adaptation for Blind Image Quality Assessment
  • TextCraftor: Your Text Encoder Can be Image Quality Controller
  • Boosting Image Quality Assessment through Efficient Transformer Adaptation with Local Feature Enhancement
• 恶劣天气消除
  • Genuine Knowledge from Practice: Diffusion Test-Time Adaptation for Video Adverse Weather Removal
    ⭐code
  • Language-driven All-in-one Adverse Weather Removal恶劣天气消除
• 大气湍流去除
  • NB-GTR: Narrow-Band Guided Turbulence Removal
• Image Portrait Relighting(图像重照光)
  • SwitchLight: Co-design of Physics-driven Architecture and Pre-training Framework for Human Portrait Relighting
    🏠project
• 图片缩小
  • Deep Generative Model based Rate-Distortion for Image Downscaling Assessment
• 图像校正
  • Rolling Shutter Correction with Intermediate Distortion Flow Estimation
• 图像着色
  • Learning Inclusion Matching for Animation Paint Bucket Colorization
    ⭐code着色
  • Automatic Controllable Colorization via Imagination
    ⭐code
• 运动(去)模糊
  • Motion Blur Decomposition with Cross-shutter Guidance
  • Spike-guided Motion Deblurring with Unknown Modal Spatiotemporal Alignment
    ⭐code
  • Real-World Efficient Blind Motion Deblurring via Blur Pixel Discretization
  • Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring
  • Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring
    ⭐code
• 视频修复
  • AVID: Any-Length Video Inpainting with Diffusion Model
    ⭐code
    🏠project
  • Towards Language-Driven Video Inpainting via Multimodal Large Language Models
    🏠project
• 视频去雾
  • Driving-Video Dehazing with Non-Aligned Regularization for Safety Assistance
• 视频去渲染
  • Leveraging Frame Affinity for sRGB-to-RAW Video De-rendering
• 视频去模糊
  • Frequency-aware Event-based Video Deblurring for Real-World Motion Blur
  • Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring
    ⭐code
    🏠project
  • FMA-Net: Flow Guided Dynamic Filtering and Iterative Feature Refinement with Multi-Attention for Joint Video Super-Resolution and Deblurring
    ⭐code
    🏠project
  • DyBluRF: Dynamic Neural Radiance Fields from Blurry Monocular Video
    🏠project
• 视频增强
  • Binarized Low-light Raw Video Enhancement
• 视频质量评估
  • PTM-VQA: Efficient Video Quality Assessment Leveraging Diverse PreTrained Models from the Wild
  • Learned Scanpaths Aid Blind Panoramic Video Quality Assessment
  • Modular Blind Video Quality Assessment
  • KVQ: Kwai Video Quality Assessment for Short-form Videos
  • CPGA: Coding Priors-Guided Aggregation Network for Compressed Video Quality Enhancement
    ⭐code
• 夜间颜色恒定
  • NightCC: Nighttime Color Constancy via Adaptive Channel Masking
• 照明估计
  • Towards a Perceptual Evaluation Framework for Lighting Estimation

2、Image Segmentation(图像分割)

• Matching Anything by Segmenting Anything
  ⭐code
• Unsupervised Universal Image Segmentation
• MESA: Matching Everything by Segmenting Anything
• MRFS: Mutually Reinforcing Image Fusion and Segmentation
• RobustSAM: Segment Anything Robustly on Degraded Images
• Hierarchical Histogram Threshold Segmentation - Auto-terminating High-detail Oversegmentation
• Multi-Space Alignments Towards Universal LiDAR Segmentation
• CoralSCOP: Segment any COral Image on this Planet分割
• SANeRF-HQ: Segment Anything for NeRF in High Quality
  🏠project
• ASAM: Boosting Segment Anything Model with Adversarial Tuning
• ODIN: A Single Model for 2D and 3D Segmentation
  ⭐code
• FocSAM: Delving Deeply into Focused Objects in Segmenting Anything
  👍摘要
• EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anything
• Universal Segmentation at Arbitrary Granularity with Language Instruction通用分割
• Segment and Caption Anything
  🏠project
• COCONut: Modernizing COCO Segmentation
  ⭐code
• Multi-view Aggregation Network for Dichotomous Image Segmentation
  ⭐code
• OMG-Seg: Is One Model Good Enough For All Segmentation?
  🏠project
• Unsegment Anything by Simulating Deformation
• BA-SAM: Scalable Bias-Mode Attention Mask for Segment Anything Model
  ⭐code
• VRP-SAM: SAM with Visual Reference Prompt
• PEM: Prototype-based Efficient MaskFormer for Image Segmentation
• Fantastic Animals and Where to Find Them: Segment Any Marine Animal with Dual SAM
  ⭐code
• CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor
  🏠project
• Benchmarking Segmentation Models with Mask-Preserved Attribute Editing
  ⭐code
• CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers
• Continual Segmentation with Disentangled Objectness Learning and Class Recognition
  ⭐code
• Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms
  ⭐code
• Training-Free Open-Vocabulary Segmentation with Offline Diffusion-Augmented Prototype Generation
  ⭐code
  🏠project
• Parameter Efficient Fine-tuning via Cross Block Orchestration for Segment Anything Model
• A Simple Recipe for Language-guided Domain Generalized Segmentation
  🏠project
• Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts
  ⭐code
• Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised Adaptation
  ⭐code
  👍分割一切模型SAM泛化能力差？域适应策略给解决了
• 开放词汇分割
  • Transferable and Principled Efficiency for Open-Vocabulary Segmentation
  • USE: Universal Segment Embeddings for Open-Vocabulary Image Segmentation
  • Open-Vocabulary Segmentation with Semantic-Assisted Calibration
    ⭐code
  • OVFoodSeg: Elevating Open-Vocabulary Food Image Segmentation via Image-Informed Textual Representation
• 视频分割
  • UniVS: Unified and Universal Video Segmentation with Prompts as Queries
    ⭐code
  • Turb-Seg-Res: A Segment-then-Restore Pipeline for Dynamic Videos with Atmospheric Turbulence
    🏠project视频分割
  • Learning to Segment Referred Objects from Narrated Egocentric Videos
  • Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation
    ⭐code
• 语义分割
  • Open Set Domain Adaptation for Semantic Segmentation
  • ContextSeg: Sketch Semantic Segmentation by Querying the Context with Attention
  • MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation
  • TASeg: Temporal Aggregation Network for LiDAR Semantic Segmentation
  • ALGM: Adaptive Local-then-Global Token Merging for Efficient Semantic Segmentation with Plain Vision Transformers
  • HPL-ESS: Hybrid Pseudo-Labeling for Unsupervised Event-based Semantic Segmentation
  • Contextrast: Contextual Contrastive Learning for Semantic Segmentation
  • Open-Set Domain Adaptation for Semantic Segmentation
  • SG-BEV: Satellite-Guided BEV Fusion for Cross-View Semantic Segmentation
    ⭐code
  • Frequency-Adaptive Dilated Convolution for Semantic Segmentation
    ⭐code
  • GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation
  • Improving Bird's Eye View Semantic Segmentation by Task Decomposition
    ⭐code
  • UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather
  • Open-Vocabulary Attention Maps with Token Optimization for Semantic Segmentation in Diffusion Models
  • Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincaré Ball
  • 3D 语义分割
    • Hierarchical Intra-modal Correlation Learning for Label-free 3D Semantic Segmentation
    • OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation
  • 点云语义分割
    • Rethinking Few-shot 3D Point Cloud Semantic Segmentation
      ⭐code
    • PDF: A Probability-Driven Framework for Open World 3D Point Cloud Semantic Segmentation3D 点云语义分割
  • 无监督语义分割
    • Learn to Rectify the Bias of CLIP for Unsupervised Semantic Segmentation
    • EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation
      ⭐code
      🏠project
  • 小样本语义分割
    • APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation
    • Unlocking the Potential of Pre-trained Vision Transformers for Few-Shot Semantic Segmentation through Relationship Descriptors
  • 零样本语义分割
    • Exploring Regional Clues in CLIP for Zero-Shot Semantic Segmentation
  • 半监督语义分割
    • Training Vision Transformers for Semi-Supervised Semantic Segmentation
    • Density-Guided Semi-Supervised 3D Semantic Segmentation with Dual-Space Hardness Sampling
    • AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation
      ⭐code
    • CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation
      ⭐code
    • Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic Segmentation
      ⭐code
    • RankMatch: Exploring the Better Consistency Regularization for Semi-supervised Semantic Segmentation
  • 弱监督语义分割
    • Class Tokens Infusion for Weakly Supervised Semantic Segmentation
    • Frozen CLIP: A Strong Backbone for Weakly Supervised Semantic Segmentation
    • DuPL: Dual Student with Trustworthy Progressive Learning for Robust Weakly Supervised Semantic Segmentation
      ⭐code
    • Hunting Attributes: Context Prototype-Aware Learning for Weakly Supervised Semantic Segmentation
      ⭐code
    • Separate and Conquer: Decoupling Co-occurrence via Decomposition and Representation for Weakly Supervised Semantic Segmentation
      ⭐code
    • PSDPM: Prototype-based Secondary Discriminative Pixels Mining for Weakly Supervised Semantic Segmentation
    • From SAM to CAMs: Exploring Segment Anything Model for Weakly Supervised Semantic Segmentation
  • 域泛化语义分割
    • Collaborating Foundation Models for Domain Generalized Semantic Segmentation
      ⭐code
    • Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning
      ⭐code
    • Stronger Fewer & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation
      ⭐code
  • 文本监督语义分割
    • Image-Text Co-Decomposition for Text-Supervised Semantic Segmentation
  • 开放世界语义分割
    • Open-World Semantic Segmentation Including Class Similarity
      ⭐code
  • 开放词汇语义分割
    • Open-Vocabulary 3D Semantic Segmentation with Foundation Models
    • Open-Vocabulary Semantic Segmentation with Image Embedding Balancing
    • CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic Segmentation
    • Image-to-Image Matching via Foundation Models: A New Perspective for Open-Vocabulary Semantic Segmentation
    • SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation
      ⭐code
    • Emergent Open-Vocabulary Semantic Segmentation from Off-the-shelf Vision-Language Models
      ⭐code
• 全景分割
  • Semantics Distortion and Style Matter: Towards Source-free UDA for Panoramic Segmentation
  • ECLIPSE: Efficient Continual Learning in Panoptic Segmentation with Visual Prompt Tuning
    ⭐code
  • PanoOcc: Unified Occupancy Representation for Camera-based 3D Panoptic Segmentation
    ⭐code
  • Task-aligned Part-aware Panoptic Segmentation through Joint Object-Part Representations
    ⭐code
• 实例分割
  • Extreme Point Supervised Instance Segmentation
  • Mudslide: A Universal Nuclear Instance Segmentation Method
  • Semantic-aware SAM for Point-Prompted Instance Segmentation
  • SAI3D: Segment Any Instance in 3D Scenes
    🏠project
  • DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative Data
  • FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures
    ⭐code
  • Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge
  • 开放词汇实例分割
    • MaskClustering: View Consensus based Mask Graph Clustering for Open-Vocabulary 3D Instance Segmentation
      🏠project
  • 3D 实例分割
    • BSNet: Box-Supervised Simulation-assisted Mean Teacher for 3D Instance Segmentation
      ⭐code
    • Open3DIS: Open-Vocabulary 3D Instance Segmentation with 2D Mask Guidance
    • Edge-Aware 3D Instance Segmentation Network with Intelligent Semantic Prior
    • UnScene3D: Unsupervised 3D Instance Segmentation for Indoor Scenes
• 场景分割
  • No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation
    ⭐code
  • MirageRoom: 3D Scene Segmentation with 2D Pre-trained Models by Mirage Projection
• 动作分割
  • Progress-Aware Online Action Segmentation for Egocentric Procedural Task Videos
  • Coherent Temporal Synthesis for Incremental Action Segmentation
  • Efficient and Effective Weakly-Supervised Action Segmentation via Action-Transition-Aware Boundary Alignment
  • Temporally Consistent Unbalanced Optimal Transport for Unsupervised Action Segmentation
  • FACT: Frame-Action Cross-Attention Temporal Modeling for Efficient Action Segmentation
    ⭐code
• 参考图像分割
  • LQMFormer: Language-aware Query Mask Transformer for Referring Image Segmentation
  • Mask Grounding for Referring Image Segmentation
    🏠project
  • Curriculum Point Prompting for Weakly-Supervised Referring Image Segmentation
  • Prompt-Driven Referring Image Segmentation with Instance Contrasting
• 指代表达式分割
  • Unveiling Parts Beyond Objects: Towards Finer-Granularity Referring Expression Segmentation
    ⭐code
• VOS
  • Point-VOS: Pointing Up Video Object Segmentation
    🏠project
  • Dual Prototype Attention for Unsupervised Video Object Segmentation
    ⭐code
  • Depth-aware Test-Time Training for Zero-shot Video Object Segmentation
    ⭐code
  • Putting the Object Back into Video Object Segmentation
    🏠project
  • Event-assisted Low-Light Video Object Segmentation
  • Guided Slot Attention for Unsupervised Video Object Segmentation
  • LoSh: Long-Short Text Joint Prediction Network for Referring Video Object Segmentation
    ⭐code
  • RMem: Restricted Memory Banks Improve Video Object Segmentation
• VSS
  • Infer from What You Have Seen Before: Temporally-dependent Classifier for Semi-supervised Video Semantic Segmentation
  • Vanishing-Point-Guided Video Semantic Segmentation of Driving Scenes
• VIS
  • VideoCutLER: Surprisingly Simple Unsupervised Video Instance Segmentation
• 抠图
  • In-Context Matting
    ⭐code
  • Unifying Automatic and Interactive Matting with Pretrained ViTs
  • MaGGIe: Masked Guided Gradual Human Instance Matting
  • EFormer: Enhanced Transformer towards Semantic-Contour Features of Foreground for Portraits Matting
• 少样本分割
  • Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation
  • Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation
    ⭐code
  • Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach
  • Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation
  • LLaFS: When Large Language Models Meet Few-Shot Segmentation
  • Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining
    ⭐code
  • Addressing Background Context Bias in Few-Shot Segmentation through Iterative Modulation
• 零样本分割
  • Diffuse Attend and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusion
    ⭐code
• 裂纹分割
  • Mind Marginal Non-Crack Regions: Clustering-Inspired Representation Learning for Crack Segmentation
• 交互式分割
  • GraCo: Granularity-Controllable Interactive Segmentation
    📺video
    👍摘要
  • MFP: Making Full Use of Probability Maps for Interactive Image Segmentation
    ⭐code
• 无模态分割
  • pix2gestalt: Amodal Segmentation by Synthesizing Wholes
    ⭐code
    🏠project
• 3D 分割
  • OmniSeg3D: Omniversal 3D Segmentation via Hierarchical Contrastive Learning
  • PartDistill: 3D Shape Part Segmentation by Vision-Language Model Distillation
  • Cross-Dimension Affinity Distillation for 3D EM Neuron Segmentation
  • LASO: Language-guided Affordance Segmentation on 3D Object