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 611 篇，第 1 / 13 页

1. NeurIPS 20263DSPA: A 3D Semantic Point Autoencoder for Evaluating Video Realism
2. NeurIPS 2026A Local Geometric Analysis of Maximal Coding Rate Reduction via Error Bounds
3. NeurIPS 2026A Matter of Interest: Understanding Interestingness Judgments of Math Problems in Humans and Language Models
4. NeurIPS 2026A Principled Optimal Transport Framework for Frame Selection in Long Video Understanding
5. NeurIPS 2026A Training-Free Video Moment Retrieval Framework via Selection from Multiple Visual Prompts
6. NeurIPS 2026A Unified Image and Video Encoder for Multimodal LLMs
7. NeurIPS 2026Accelerating Video Inverse Problem Solvers with Autoregressive Diffusion Models
8. NeurIPS 2026ActO: Extracting Action Representations from MLLM Embeddings for Video World Models
9. NeurIPS 2026AdaCodec: A Predictive Visual Code for Video MLLMs
10. NeurIPS 2026AdaState: Self-Evolving Anchors for Streaming Video Generation
11. NeurIPS 2026Addressable Memory for Video World Models
12. NeurIPS 2026AdShot: Benchmarking Multimodal Large Language Models for Video Advertisement Clipping
13. NeurIPS 2026AEON: Unifying Video and 3D World Models
14. NeurIPS 2026AgenticVBench: Can AI Agents Complete Real-World Video Production Tasks?
15. NeurIPS 2026Aligning Forest and Trees in Images & Long Captions for Visually Grounded Understanding
16. NeurIPS 2026AmbiguousWorld: Benchmarking and Resolving Ambiguous Instructions in Video World Models
17. NeurIPS 2026Apple-$\pi$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence
18. NeurIPS 2026AR-Edit: Training-Free Streaming Video Editing without Inversion
19. NeurIPS 2026Articulation in Prime: Primitive-Based Articulated Object Understanding from a Single Casual Video
20. NeurIPS 2026ASAP: Attention Sink Anchored Pruning
21. NeurIPS 2026AsymHP: Load-Balanced Sparse Attention for Video Diffusion Transformers
22. NeurIPS 2026Attend Locally, Remember Linearly: Linear Attention as Cross-Frame Memory for Autoregressive Video Diffusion
23. NeurIPS 2026Automated Kernel Discovery Towards Understanding High-dimensional Bayesian Optimization
24. NeurIPS 2026AVENUE: Audio-Video Editing Understanding and Evaluation
25. NeurIPS 2026AVOC: Enhancing Hour-Level Audio-Video Understanding in Omni-Modal LLMs via Retrieval-Inspired Token Compression
26. NeurIPS 2026BasicLT: Basic-Level Abstraction and Selective Differentiation for Long-Tailed Recognition
27. NeurIPS 2026BEAST3D: animal behavioral analysis and neural encoding from multi-view video via Gaussian splatting
28. NeurIPS 2026Behavior Pack Optimization for Video MLLM Post-Training
29. NeurIPS 2026Behavioral Geometric Supervision Aligns Video Foundation Models with Human Social Perception
30. NeurIPS 2026Benchmarking Fine-Grained Spatio-Temporal Awareness in Embodied Brain Models
31. NeurIPS 2026Bernini: Latent Semantic Planning for Video Diffusion
32. NeurIPS 2026Beyond Flat Frames: Hierarchical Graph Reasoning for Long Video Understanding
33. NeurIPS 2026Beyond Oversquashing: Understanding Signal Propagation in GNNs Via Observables
34. NeurIPS 2026Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding
35. NeurIPS 2026Bidirectional Sparse Attention for Faster Video Diffusion Training
36. NeurIPS 2026Breaking the Second Barrier: Sub-Second Timestamped Omni-Modal Captioning
37. NeurIPS 2026Breaking the Uniformity Trap: Scaling Video Diffusion Model via SplitMoE
38. NeurIPS 2026Bridging Modalities, Spanning Time: Structured Memory for Ultra-Long Agentic Video Reasoning
39. NeurIPS 2026CAIRN: Cross-Room 3D Scene Understanding with Topology-Aware Large Multimodal Models
40. NeurIPS 2026CARVE: Counterfactual Video Editing for Auditing and Hardening Video Detectors
41. NeurIPS 2026CoANeRV: Coordinate-Aware Token-Space Neural Video Representation
42. NeurIPS 2026ColorConceptBench: A Benchmark for Probabilistic Color-Concept Understanding in Text-to-Image Models
43. NeurIPS 2026Computational Depth Predicts Quantization Sensitivity in Multimodal Models
44. NeurIPS 2026Conditional Multi-Event Temporal Grounding in Long-Form Video
45. NeurIPS 2026Controllable Multi-label Video Safety Detection via Adaptive Tversky Policy Optimization
46. NeurIPS 2026CoPE-VideoLM: Leveraging Codec Primitives For Efficient Video Language Modelling
47. NeurIPS 2026CoRDS: Coreset-Based Representative and Diverse Selection for Streaming Video Understanding
48. NeurIPS 2026Decomposing the modulation of interactions between neuronal populations
49. NeurIPS 2026DELTAVID: Enhancing Fine-Grained Spatiotemporal Perception with Cross-Video Differences
50. NeurIPS 2026Denoise First, Orthogonalize Later: Understanding Momentum in Muon via Spectral Filtering

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。