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 47 篇，第 1 / 1 页

1. NeurIPS 2023A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship
2. NeurIPS 2023ASL Citizen: A Community-Sourced Dataset for Advancing Isolated Sign Language Recognition
3. NeurIPS 2023Balance, Imbalance, and Rebalance: Understanding Robust Overfitting from a Minimax Game Perspective
4. NeurIPS 2023Bitstream-Corrupted Video Recovery: A Novel Benchmark Dataset and Method
5. NeurIPS 2023CAST: Cross-Attention in Space and Time for Video Action Recognition
6. NeurIPS 2023Compressed Video Prompt Tuning
7. NeurIPS 2023Curriculum Learning With Infant Egocentric Videos
8. NeurIPS 2023Diversifying Spatial-Temporal Perception for Video Domain Generalization
9. NeurIPS 2023Dynamic Non-monotone Submodular Maximization
10. NeurIPS 2023Ego4D Goal-Step: Toward Hierarchical Understanding of Procedural Activities
11. NeurIPS 2023EgoDistill: Egocentric Head Motion Distillation for Efficient Video Understanding
12. NeurIPS 2023EgoEnv: Human-centric environment representations from egocentric video
13. NeurIPS 2023EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding
14. NeurIPS 2023EPIC Fields: Marrying 3D Geometry and Video Understanding
15. NeurIPS 2023Explore In-Context Learning for 3D Point Cloud Understanding
16. NeurIPS 2023From ViT Features to Training-free Video Object Segmentation via Streaming-data Mixture Models
17. NeurIPS 2023HA-ViD: A Human Assembly Video Dataset for Comprehensive Assembly Knowledge Understanding
18. NeurIPS 2023HT-Step: Aligning Instructional Articles with How-To Videos
19. NeurIPS 2023InfoPrompt: Information-Theoretic Soft Prompt Tuning for Natural Language Understanding
20. NeurIPS 2023Language-based Action Concept Spaces Improve Video Self-Supervised Learning
21. NeurIPS 2023NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding
22. NeurIPS 2023On the choice of Perception Loss Function for Learned Video Compression
23. NeurIPS 2023Opening the Vocabulary of Egocentric Actions
24. NeurIPS 2023Revealing the unseen: Benchmarking video action recognition under occlusion
25. NeurIPS 2023RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation
26. NeurIPS 2023Scan and Snap: Understanding Training Dynamics and Token Composition in 1-layer Transformer
27. NeurIPS 2023Self-supervised video pretraining yields robust and more human-aligned visual representations
28. NeurIPS 2023Small batch deep reinforcement learning
29. NeurIPS 2023SNAP: Self-Supervised Neural Maps for Visual Positioning and Semantic Understanding
30. NeurIPS 2023SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation
31. NeurIPS 2023State2Explanation: Concept-Based Explanations to Benefit Agent Learning and User Understanding
32. NeurIPS 2023Towards a fuller understanding of neurons with Clustered Compositional Explanations
33. NeurIPS 2023Towards A Richer 2D Understanding of Hands at Scale
34. NeurIPS 2023Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent
35. NeurIPS 2023Understanding and Addressing the Pitfalls of Bisimulation-based Representations in Offline Reinforcement Learning
36. NeurIPS 2023Understanding and Improving Ensemble Adversarial Defense
37. NeurIPS 2023Understanding Deep Gradient Leakage via Inversion Influence Functions
38. NeurIPS 2023Understanding Diffusion Objectives as the ELBO with Simple Data Augmentation
39. NeurIPS 2023Understanding How Consistency Works in Federated Learning via Stage-wise Relaxed Initialization
40. NeurIPS 2023Understanding Multi-phase Optimization Dynamics and Rich Nonlinear Behaviors of ReLU Networks
41. NeurIPS 2023Understanding Neural Network Binarization with Forward and Backward Proximal Quantizers
42. NeurIPS 2023Understanding the detrimental class-level effects of data augmentation
43. NeurIPS 2023Understanding, Predicting and Better Resolving Q-Value Divergence in Offline-RL
44. NeurIPS 2023Unsupervised Video Domain Adaptation for Action Recognition: A Disentanglement Perspective
45. NeurIPS 2023Video Timeline Modeling For News Story Understanding
46. NeurIPS 2023Video-Mined Task Graphs for Keystep Recognition in Instructional Videos
47. NeurIPS 2023ViSt3D: Video Stylization with 3D CNN

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。