视频理解论文趋势 2023–2026

主要结论

• 视频理解论文从 2023 年的 319 篇增长到 2026 年的 832 篇，三年间扩大到约 2.6 倍。
• CVPR 是发视频理解论文最多的会议，2023–2026 年共 1,037 篇，占四个会议总量的 46%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 8 篇增至 2026 年的 116 篇。
• 在「计算机视觉」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的图像生成是 2.2 倍，视频理解是 2.6 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026Articulation in Prime: Primitive-Based Articulated Object Understanding from a Single Casual Video
• ICML 2026A Single Layer to Explain Them All: Understanding Massive Values in Large Language Models
• ICLR 2026Action-Guided Attention for Video Action Anticipation
• CVPR 20264D-RGPT Toward Region-level 4D Understanding via Perceptual Distillation
• NeurIPS 20254DGCPro: Efficient Hierarchical 4D Gaussian Compression for Progressive Volumetric Video Streaming
• ICML 2025$\infty$-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation
• ICLR 2025Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
• CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
• NeurIPS 2024$E^3$: Exploring Embodied Emotion Through A Large-Scale Egocentric Video Dataset
• ICML 2024Enhancing Sufficient Dimension Reduction via Hellinger Correlation
• ICLR 2024Don't Judge by the Look: Towards Motion Coherent Video Representation
• CVPR 2024Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement
• NeurIPS 2023A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship
• ICML 2023Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning
• ICLR 2023A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity
• CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
• NeurIPS 2026AsymHP: Load-Balanced Sparse Attention for Video Diffusion Transformers
• ICML 2026AnyMod-LLVE: Low-Light Video Enhancement with Modality-Agnostic Inference
• ICLR 2026Emotions Where Art Thou: Understanding and Characterizing the Emotional Latent Space of Large Language Models
• CVPR 2026Accelerating Streaming Video Large Language Models via Hierarchical Token Compression

全部视频理解论文

共 194 篇，第 2 / 4 页

51. CVPR 2023Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame Interpolation
52. CVPR 2023Feature Aggregated Queries for Transformer-Based Video Object Detectors
53. CVPR 2023Fine-Grained Audible Video Description
54. CVPR 2023Fine-Tuned CLIP Models Are Efficient Video Learners
55. CVPR 2023Frame Flexible Network
56. CVPR 2023FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding
57. CVPR 2023Generating Anomalies for Video Anomaly Detection With Prompt-Based Feature Mapping
58. CVPR 2023Global-to-Local Modeling for Video-Based 3D Human Pose and Shape Estimation
59. CVPR 2023Hand Avatar: Free-Pose Hand Animation and Rendering From Monocular Video
60. CVPR 2023HARP: Personalized Hand Reconstruction From a Monocular RGB Video
61. CVPR 2023Hierarchical B-Frame Video Coding Using Two-Layer CANF Without Motion Coding
62. CVPR 2023Hierarchical Semantic Correspondence Networks for Video Paragraph Grounding
63. CVPR 2023Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition From Egocentric RGB Videos
64. CVPR 2023Hierarchical Video-Moment Retrieval and Step-Captioning
65. CVPR 2023HierVL: Learning Hierarchical Video-Language Embeddings
66. CVPR 2023High-Fidelity and Freely Controllable Talking Head Video Generation
67. CVPR 2023High-Fidelity Event-Radiance Recovery via Transient Event Frequency
68. CVPR 2023High-Fidelity Facial Avatar Reconstruction From Monocular Video With Generative Priors
69. CVPR 2023How Can Objects Help Action Recognition?
70. CVPR 2023How You Feelin'? Learning Emotions and Mental States in Movie Scenes
71. CVPR 2023Hybrid Active Learning via Deep Clustering for Video Action Detection
72. CVPR 2023HyperCUT: Video Sequence From a Single Blurry Image Using Unsupervised Ordering
73. CVPR 2023HyperReel: High-Fidelity 6-DoF Video With Ray-Conditioned Sampling
74. CVPR 2023Improving Visual Representation Learning Through Perceptual Understanding
75. CVPR 2023Instant Volumetric Head Avatars
76. CVPR 2023InstantAvatar: Learning Avatars From Monocular Video in 60 Seconds
77. CVPR 2023Is BERT Blind? Exploring the Effect of Vision-and-Language Pretraining on Visual Language Understanding
78. CVPR 2023Iterative Proposal Refinement for Weakly-Supervised Video Grounding
79. CVPR 2023Joint Video Multi-Frame Interpolation and Deblurring Under Unknown Exposure Time
80. CVPR 2023Language-Guided Music Recommendation for Video via Prompt Analogies
81. CVPR 2023Large-Capacity and Flexible Video Steganography via Invertible Neural Network
82. CVPR 2023LAVENDER: Unifying Video-Language Understanding As Masked Language Modeling
83. CVPR 2023Learning Action Changes by Measuring Verb-Adverb Textual Relationships
84. CVPR 2023Learning Event Guided High Dynamic Range Video Reconstruction
85. CVPR 2023Learning Personalized High Quality Volumetric Head Avatars From Monocular RGB Videos
86. CVPR 2023Learning Procedure-Aware Video Representation From Instructional Videos and Their Narrations
87. CVPR 2023Learning Situation Hyper-Graphs for Video Question Answering
88. CVPR 2023Learning Spatial-Temporal Implicit Neural Representations for Event-Guided Video Super-Resolution
89. CVPR 2023Learning Video Representations From Large Language Models
90. CVPR 2023LidarGait: Benchmarking 3D Gait Recognition With Point Clouds
91. CVPR 2023LightedDepth: Video Depth Estimation in Light of Limited Inference View Angles
92. CVPR 2023LOGO: A Long-Form Video Dataset for Group Action Quality Assessment
93. CVPR 2023Long Range Pooling for 3D Large-Scale Scene Understanding
94. CVPR 2023Look Before You Match: Instance Understanding Matters in Video Object Segmentation
95. CVPR 2023MAGVIT: Masked Generative Video Transformer
96. CVPR 2023MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding
97. CVPR 2023MARLIN: Masked Autoencoder for Facial Video Representation LearnINg
98. CVPR 2023Mask-Free Video Instance Segmentation
99. CVPR 2023Masked Motion Encoding for Self-Supervised Video Representation Learning
100. CVPR 2023MDQE: Mining Discriminative Query Embeddings To Segment Occluded Instances on Challenging Videos

常见问题

2023–2026 年四大会议一共有多少篇视频理解论文？

共 2,261 篇，按年份分别是 2023 年 319 篇、2024 年 431 篇、2025 年 679 篇、2026 年 832 篇。

NeurIPS 2026 有多少篇视频理解论文？

NeurIPS 2026 有 229 篇视频理解论文，上一届是 222 篇。

ICLR 2026 有多少篇视频理解论文？

ICLR 2026 有 148 篇视频理解论文，上一届是 95 篇。

ICML 2026 有多少篇视频理解论文？

ICML 2026 有 114 篇视频理解论文，上一届是 64 篇。

CVPR 2026 有多少篇视频理解论文？

CVPR 2026 有 341 篇视频理解论文，上一届是 298 篇。

哪个会议的视频理解论文最多？

CVPR，2023–2026 年共 1,037 篇。