查看2022年综述文献点这里↘️2022-CV-Surveys

2023 年论文分类汇总戳这里

↘️CVPR-2023-Papers ↘️WACV-2023-Papers

2022 年论文分类汇总戳这里

↘️CVPR-2022-Papers ↘️WACV-2022-Papers ↘️ECCV-2022-Papers

2021 年论文分类汇总戳这里

↘️ICCV-2021-Papers ↘️CVPR-2021-Papers

2020 年论文分类汇总戳这里

↘️CVPR-2020-Papers ↘️ECCV-2020-Papers

2023-CV-Surveys

2023 年，计算机视觉相关综述。包括目标检测、跟踪........

📗📗📗在【我爱计算机视觉】微信公众号后台回复“CV综述”，即可收到本文列出的全部论文的打包下载。至6月8日已公开 166 篇。

1月份20篇。 2月份36篇。 3月份27篇。 4月份31篇。 5月份42篇计156篇。

目录

• 网络犯罪预测
  • Advances in Cybercrime Prediction: A Survey of Machine, Deep, Transfer, and Adaptive Learning Techniques
    [2023-04-12]
    
• 事件信息
  • Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks
    [2023-02-20]
    

Smart farming(智能农业)

• Deep Learning Techniques for Hyperspectral Image Analysis in Agriculture: A Review
  [2023-04-28]
  
• Label-Efficient Learning in Agriculture: A Comprehensive Review
  [2023-05-25]
  ⭐code

Neural Radiance Fields(神经辐射场)

• Neural Radiance Fields: Past, Present, and Future
  [2023-04-21]
  
• Neural Radiance Fields (NeRFs): A Review and Some Recent Developments
  [2023-05-02]
  
• BeyondPixels: A Comprehensive Review of the Evolution of Neural Radiance Fields
  [2023-06-06]
  

计算成像

• Applications of Deep Learning for Top-View Omnidirectional Imaging: A Survey
  [2023-04-18]
  
• 相机姿势
  • A Survey on Deep Learning-Based Monocular Spacecraft Pose Estimation: Current State, Limitations and Prospects
    [2023-05-15]
    

Diffusion Models(扩散模型)

• A Survey on Graph Diffusion Models: Generative AI in Science for Molecule, Protein and Material
  [2023-04-05]
  
• On the Design Fundamentals of Diffusion Models: A Survey
  [2023-06-08]
  

Sign Language Recognition(手语识别)

• Image-based Indian Sign Language Recognition: A Practical Review using Deep Neural Networks
  [2023-05-01]
  

object counting

• Deep-Learning-based Counting Methods, Datasets, and Applications in Agriculture -- A Review
  [2023-03-07]
  

Data Augmentation(数据增强)

• Advanced Data Augmentation Approaches: A Comprehensive Survey and Future directions
  [2023-01-10]
  ⭐code
• Data Distillation: A Survey

Continual Learning(持续学习)

• A Comprehensive Survey of Continual Learning: Theory, Method and Application
  [2023-02-02]
  

Adversarial Learning(对抗学习)

• Physical Adversarial Attacks for Surveillance: A Survey
  [2023-05-03]
  
• How Deep Learning Sees the World: A Survey on Adversarial Attacks & Defenses
  [2023-05-19]
  

Incremental Learning(增量学习)

• Towards Label-Efficient Incremental Learning: A Survey
  [2023-02-02]
  ⭐code
• 类增量学习
  • Deep Class-Incremental Learning: A Survey
    [2023-02-08]
    ⭐code
  • A Survey on Few-Shot Class-Incremental Learning
    [2023-04-18]
    

Point Clouds(点云)

• Self-supervised Learning for Pre-Training 3D Point Clouds: A Survey
  [2023-05-09]
• Self-Supervised Learning for Point Clouds Data: A Survey
  [2023-05-23]
• 3D点云
  • A Survey of Label-Efficient Deep Learning for 3D Point Clouds
    [2023-06-01]
    ⭐code
• 点云配准
  • Cross-source Point Cloud Registration: Challenges, Progress and Prospects
    [2023-05-24]

Image Generation

• A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need?
  [2023-03-22]
  
• Text-to-3D
  • Generative AI meets 3D: A Survey on Text-to-3D in AIGC Era
    [2023-05-11]

Few-Shot Learning

• FSL
  • Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey
    [2023-03-16]
    
  • A Survey of Deep Visual Cross-Domain Few-Shot Learning
    [2023-03-17]
    

Self-supervised Learning(自监督)

• Know Your Self-supervised Learning: A Survey on Image-based Generative and Discriminative Training
  [2023-05-24]
  

Trajectory Prediction

• Multimodal Trajectory Prediction: A Survey
  [2023-02-22]
  

Visual Defect Detection(视觉缺陷检测)

• A Review of Benchmarks for Visual Defect Detection in the Manufacturing Industry
  [2023-05-23]
  

Biometric Recognition(生物特征识别)

• Combining Blockchain and Biometrics: A Survey on Technical Aspects and a First Legal Analysis
  [2023-02-22]
  
• PAD
  • Deep Learning based Fingerprint Presentation Attack Detection: A Comprehensive Survey
    [2023-05-30]
    
• 虹膜识别
  • Deep Learning for Iris Recognition: A Review
    [2023-03-16]
    

GAN/生成

• Text-to-image Diffusion Model in Generative AI: A Survey
  [2023-03-15]
  
• Generative Adversarial Networks for Brain Images Synthesis: A Review
  [2023-05-26]
  
• 3D GANs and Latent Space: A comprehensive survey
  [2023-04-11]
  
• 图像编辑
  • Text-guided Image-and-Shape Editing and Generation: A Short Survey
    [2023-04-20]
    

NLP

• Foundation Models for Natural Language Processing -- Pre-trained Language Models Integrating Media
  [2023-02-20]
• The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges
  [2023-03-07]
  

SLAM

• Event-based Simultaneous Localization and Mapping: A Comprehensive Survey
  [2023-04-20]
  ⭐code

Robot

• 机器人
  • A Review of Scene Representations for Robot Manipulators
    [2023-01-27]
  • VPR
    • Visual Place Recognition: A Tutorial
      [2023-03-07]
      ⭐code
• AR/VR
  • The Metaverse: Survey, Trends, Novel Pipeline Ecosystem & Future Directions
    [2023-04-20]
    

Anomaly Detection

• Deep Industrial Image Anomaly Detection: A Survey
  [2023-01-30]
  ⭐code

Domain Adaptation

• DA
  • A Comprehensive Survey on Source-free Domain Adaptation
    [2023-02-24]
    

KD/Pruning(知识蒸馏)

• 知识蒸馏
  • Knowledge Distillation in Vision Transformers: A Critical Review
    [2023-02-07]
    
• 剪枝
  • Structured Pruning for Deep Convolutional Neural Networks: A survey
    [2023-03-02]
    

HOI

• A Survey on Personalized Affective Computing in Human-Machine Interaction
  [2023-04-04]
  

Vision-Language

• Vision-Language Models for Vision Tasks: A Survey
  [2023-04-04]
  ⭐code
• [Vision + Language Applications: A Survey]
  [2023-05-25]
  ⭐code(https://github.com/Yutong-Zhou-cv/Awesome-Text-to-Image)

Autonomous Driving(自动驾驶)

• Transformer-Based Sensor Fusion for Autonomous Driving: A Survey
  [2023-02-15]
  ⭐code
• Grid-Centric Traffic Scenario Perception for Autonomous Driving: A Comprehensive Review
  [2023-03-03]
  
• Radar-Camera Fusion for Object Detection and Semantic Segmentation in Autonomous Driving: A Comprehensive Review
  [2023-04-21]
  ⭐code
• Synthetic Datasets for Autonomous Driving: A Survey
  [2023-04-25]
  
• Transformer-based models and hardware acceleration analysis in autonomous driving: A survey
  [2023-04-24]
• 目标检测
  • Surround-View Vision-based 3D Detection for Autonomous Driving: A Survey
    [2023-02-15]
    ⭐code
  • Vision-RADAR fusion for Robotics BEV Detections: A Survey
    [2023-02-15]
    ⭐code
• 异常检测
  • Perception Datasets for Anomaly Detection in Autonomous Driving: A Survey
    [2023-02-07]
    
• 轨迹预测
  • Trajectory-Prediction with Vision: A Survey
    [2023-03-24]
    

Neural Architecture Search(神经架构搜索)

• Efficient Automation of Neural Network Design: A Survey on Differentiable Neural Architecture Search
  [2023-04-13]
  

Transformer

• A Survey on Efficient Training of Transformers
  [2023-02-03]
  
• A survey of the Vision Transformers and its CNN-Transformer based Variants
  [2023-05-18]
  
• Vision Transformers for Mobile Applications: A Short Survey
  [2023-06-01]
  

Person Re-Identification

• Reid
  • Deep Learning for Video-based Person Re-Identification: A Survey
    [2023-03-22]
    
  • A Review on Generative Adversarial Networks for Data Augmentation in Person Re-Identification Systems
    [2023-02-21]
    

19.Visual Question Answering

• Visual Question Answering: A Survey on Techniques and Common Trends in Recent Literature
  [2023-05-19]
  

18.Object Tracking(目标跟踪)

• Transformers in Single Object Tracking: An Experimental Survey
  [2023-02-24]
  

17.Remote Sensing(遥感)

• Automatic detection of aerial survey ground control points based on Yolov5-OBB
  [2023-03-07]
  
• Vision-Language Models in Remote Sensing: Current Progress and Future Trends
  [2023-05-11]
  
• 遥感图像检测
  • Oriented Object Detection in Optical Remote Sensing Images: A Survey
    [2023-02-22]
    
• 变化检测
  • Change Detection Methods for Remote Sensing in the Last Decade: A Comprehensive Review
    [2023-05-11]
    

16.Super-resolution(超分辨率)

• Guided Depth Map Super-resolution: A Survey
  [2023-02-21]
  ⭐code

15.Image Captioning(图像字幕)

• Graph Neural Networks in Vision-Language Image Understanding: A Survey
  [2023-03-08]
  
• A Review of Deep Learning for Video Captioning
  [2023-04-25]
  

14.Image Retrieval(图像检索)

• 视频-文本检索
  • Deep Learning for Video-Text Retrieval: a Review
    [2023-02-27]
    

13.Image segmentation(图像分割)

• A Comprehensive Review of Modern Object Segmentation Approaches
  [2023-01-19]
• Semantic Image Segmentation: Two Decades of Research
  [2023-02-15]
  
• Transformer-Based Visual Segmentation: A Survey
  [2023-04-20]
  ⭐code
• A Comprehensive Survey on Segment Anything Model for Vision and Beyond
  [2023-05-16]
• 人体解析
  • Deep Learning for Human Parsing: A Survey
    [2023-01-31]
• 语义分割
  • A Survey on Semi-Supervised Semantic Segmentation
    [2023-02-21]
    
  • Semantic Segmentation using Vision Transformers: A survey
    [2023-05-08]
  • A Threefold Review on Deep Semantic Segmentation: Efficiency-oriented, Temporal and Depth-aware design
    [2023-03-09]
    
  • Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated Driving
    [2023-04-25]
    ⭐code
• 图形抠图
  • Deep Image Matting: A Comprehensive Survey
    [2023-04-11]
    ⭐code
• 语义分割
  • Few Shot Semantic Segmentation: a review of methodologies and open challenges
    [2023-04-13]
    
• 全景分割
  • A Review of Panoptic Segmentation for Mobile Mapping Point Clouds
    [2023-04-28]
    

12.Object Detection(目标检测)

• A Comprehensive Review of YOLO: From YOLOv1 to YOLOv8 and Beyond
  [2023-04-04]
  
• 犯罪预测
  • Crime Prediction Using Machine Learning and Deep Learning: A Systematic Review and Future Directions
    [2023-03-30]
    
• 图像线段检测
  • A Comprehensive Review of Image Line Segment Detection and Description: Taxonomies, Comparisons, and Challenges
    [2023-05-02]
    

11.三维视觉&三维重建

• 三维重建
  • 3D reconstruction of spherical images: A review of techniques, applications, and prospects
    [2023-02-10]
    
  • A Review of Deep Learning-Powered Mesh Reconstruction Methods
    [2023-03-07]
    
  • 3 Dimensional Dense Reconstruction: A Review of Algorithms and Dataset
    [2023-04-20]
    
• 表面重建
  • A Survey and Benchmark of Automatic Surface Reconstruction from Point Clouds
    [2023-02-01]
    ⭐code

10.Human Action Recognition(人体动作识别)

• A Survey on Human Action Recognition
  [2023-01-18]
• Transformers in Action Recognition: A Review on Temporal Modeling
  [2023-02-06]
  
• Deep Neural Networks in Video Human Action Recognition: A Review
  [2023-05-26]
  

9.Generative Adversarial Network(生成对抗网络)

• Comprehensive Literature Survey on Deep Learning used in Image Memorability Prediction and Modification
  [2023-01-18]
• Transformer-based Generative Adversarial Networks in Computer Vision: A Comprehensive Survey
  [2023-02-20]

8.Face(人脸)

• Deepfake检测
  • Deepfake Detection using Biological Features: A Survey
    [2023-01-18]
• 人脸识别
  • Racial Bias within Face Recognition: A Survey
    [2023-05-02]
• 人脸检测
  • A Comparative Study of Face Detection Algorithms for Masked Face Detection
    [2023-05-19]
• 3D头像
  • Human 3D Avatar Modeling with Implicit Neural Representation: A Brief Survey
    [2023-06-07]

7.Medical Image Processing(医学影像处理)

• A Survey of Feature detection methods for localisation of plain sections of Axial Brain Magnetic Resonance Imaging
  [2023-02-09]
  
• Methods and datasets for segmentation of minimally invasive surgical instruments in endoscopic images and videos: A review of the state of the art
  [2023-04-26]
• Publicly available datasets of breast histopathology H&E whole-slide images: A systematic review
  [2023-06-05] Computational Pathology: A Survey Review and The Way Forward
  [2023-04-13]
• Breast Cancer Immunohistochemical Image Generation: a Benchmark Dataset and Challenge Review
  [2023-05-08]
• Digitization of Pathology Labs: A Review of Lessons Learned
  [2023-06-07]
• 医学影像分割
  • Towards more precise automatic analysis: a comprehensive survey of deep learning-based multi-organ segmentation
    [2023-03-02]
    
  • Attention Mechanisms in Medical Image Segmentation: A Survey
    [2023-05-30]
    
• 医学影像分析
  • Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review
    [2023-01-10]
    ⭐code
  • A Review of Predictive and Contrastive Self-supervised Learning for Medical Images
    [2023-02-13]
    
• 脑微出血检测
  • Review of methods for automatic cerebral microbleeds detection
    [2023-02-01]
    
• 生物医学重建
  • Biomedical Image Reconstruction: A Survey
    [2023-01-30]
    
• 急性白血病和白细胞的自动检测和分类
  • A survey on automated detection and classification of acute leukemia and WBCs in microscopic blood cells
    [2023-03-08]
    
• MRI 重建
  • Exploring the Power of Generative Deep Learning for Image-to-Image Translation and MRI Reconstruction: A Cross-Domain Review
    [2023-03-17]
    
  • Deep Learning for Retrospective Motion Correction in MRI: A Comprehensive Review
    [2023-05-12]
    

6.Image Classification(图像分类)

• 长尾
  • Revisiting Long-tailed Image Classification: Survey and Benchmarks with New Evaluation Metrics
    [2023-02-06]
    
• 果实成熟度分类
  • Fruit Ripeness Classification: a Survey
    [2023-01-02]
    
• 植物病害分类
  • Embracing Limited and Imperfect Data: A Review on Plant Stress Recognition Using Deep Learning
    [2023-05-22]
    
• 浮游生物识别
  • Survey of Automatic Plankton Image Recognition: Challenges, Existing Solutions and Future Perspectives
    [2023-05-22]
    

5.Image Processing(图像处理)

• 去噪
  • Image Denoising: The Deep Learning Revolution and Beyond -- A Survey Paper 
    [2023-01-10]
    
• 去模糊
  • A survey on facial image deblurring
    [2023-02-13]
    

4.Video(视频相关)

• VAD
  • Skeletal Video Anomaly Detection using Deep Learning: Survey, Challenges and Future Directions
    [2023-01-03]
    对使用从视频中提取的骨架的隐私保护型深度学习异常检测方法进行了调查
  • Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models
    [2023-02-13]
    
• 视频错误信息检测
  • Online Misinformation Video Detection: A Survey
    [2023-02-08]
    ⭐code
• 视频分析
  • Edge-Based Video Analytics: A Survey
    [2023-03-28]
    

3.Domain Adaptation(域适应)

• 域适应
  • Source-Free Unsupervised Domain Adaptation: A Survey
    [2023-01-03]
    从技术角度对现有的SFUDA方法进行了系统的文献回顾。具体来说，将目前的SFUDA研究分为两类，即白盒SFUDA和黑盒SFUDA，并根据它们使用的不同学习策略进一步划分为更细的子类别。以及研究了每个子类别中方法的挑战，讨论了白盒和黑盒SFUDA方法的优势/劣势，总结了常用的基准数据集，另外还总结了在不使用源数据的情况下提高模型通用性的流行技术。

2.Human Pose Estimation(人体姿态估计)

• Human Body Pose Estimation for Gait Identification: A Comprehensive Survey of Datasets and Models
  [2023-05-24]
• 人体解析
  • Deep Learning Technique for Human Parsing: A Survey and Outlook
    [2023-01-03]
    ⭐code
• 手势合成
  • A Comprehensive Review of Data-Driven Co-Speech Gesture Generation
    [2023-01-16]
• 动作识别与姿势估计
  • CNN-Based Action Recognition and Pose Estimation for Classifying Animal Behavior from Videos: A Survey
    [2023-01-18]
• 体育
  • A Survey of Advanced Computer Vision Techniques for Sports
    [2023-01-19]
    

1.Unkown(未分)

• Recent Advances of Local Mechanisms in Computer Vision: A Survey and Outlook of Recent Work
  [2023-06-06]
  
• A survey on Organoid Image Analysis Platforms
  [2023-01-09]
  
• Physics-Informed Computer Vision: A Review and Perspectives
  [2023-05-30]
  
• A Survey of Explainable AI in Deep Visual Modeling: Methods and Metrics
  [2023-02-01]
  
• Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey
  [2023-02-07]
  
• Deep Learning for Inertial Positioning: A Survey
  [2023-03-08]
  
• Towards Computational Architecture of Liberty: A Comprehensive Survey on Deep Learning for Generating Virtual Architecture in the Metaverse
  [2023-05-02]
  
• Hyperbolic Deep Learning in Computer Vision: A Survey
  [2023-05-12]
  
• A Survey of Historical Learning: Learning Models with Learning History
  [2023-03-24]
  ⭐code
• A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts
  [2023-03-28]
  ⭐code
• One Small Step for Generative AI, One Giant Leap for AGI: A Complete Survey on ChatGPT in AIGC Era
  [2023-04-14]
  
• Survey on LiDAR Perception in Adverse Weather Conditions
  [2023-04-14]
  
• Hyperbolic Geometry in Computer Vision: A Survey
  [2023-04-24]
  
• The Robustness of Computer Vision Models against Common Corruptions: a Survey
  [2023-05-11]
  
• A Survey of Methods for Converting Unstructured Data to CSG Models
  [2023-05-03]
  
• Latest Trends in Artificial Intelligence Technology: A Scoping Review
  [2023-05-09]
  
• Visual Tuning
  [2023-05-11]
  
• Non-adversarial Robustness of Deep Learning Methods for Computer Vision
  [2023-05-25]
  
• DNN
  • Survey on Leveraging Uncertainty Estimation Towards Trustworthy Deep Neural Networks: The Case of Reject Option and Post-training Processing
    [2023-04-12]
    ⭐code
  • Direct Learning-Based Deep Spiking Neural Networks: A Review
    [2023-06-01]
    
• 上下文理解
  • Context Understanding in Computer Vision: A Survey
    [2023-02-13]
    
• 多模态
  • Large-scale Multi-Modal Pre-trained Models: A Comprehensive Survey
    [2023-02-21]
    ⭐code
  • RGB-D And Thermal Sensor Fusion: A Systematic Literature Review
    [2023-05-22]
    
  • Multimodal Sentiment Analysis: A Survey
    [2023-05-15]
    
• 运输物流与仓储
  • Literature Review: Computer Vision Applications in Transportation Logistics and Warehousing
    [2023-04-13]
    ⭐code
• 事实检查
  • Multimodal Automated Fact-Checking: A Survey
    [2023-05-24]
    
• 匹配
  • Confidence Intervals for Error Rates in Matching Tasks: Critical Review and Recommendations
    [2023-06-05]
    

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