视频理解论文趋势 2023–2026
视频识别与理解
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,261 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 47 | 44 | 34 | 194 | 319 |
| 2024 | 113 | 47 | 67 | 204 | 431 |
| 2025 | 222 | 95 | 64 | 298 | 679 |
| 2026 | 229 | 148 | 114 | 341 | 832 |
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 2,261 篇，第 35 / 46 页
- CVPR 2024VideoCon: Robust Video-Language Alignment via Contrast Captions
- CVPR 2024VideoCrafter2: Overcoming Data Limitations for High-Quality Video Diffusion Models
- CVPR 2024VideoCutLER: Surprisingly Simple Unsupervised Video Instance Segmentation
- CVPR 2024VideoGrounding-DINO: Towards Open-Vocabulary Spatio-Temporal Video Grounding
- CVPR 2024VideoLLM-online: Online Video Large Language Model for Streaming Video
- CVPR 2024VideoMAC: Video Masked Autoencoders Meet ConvNets
- CVPR 2024VideoRF: Rendering Dynamic Radiance Fields as 2D Feature Video Streams
- CVPR 2024VideoSwap: Customized Video Subject Swapping with Interactive Semantic Point Correspondence
- CVPR 2024VINECS: Video-based Neural Character Skinning
- CVPR 2024Visual Objectification in Films: Towards a New AI Task for Video Interpretation
- CVPR 2024ViVid-1-to-3: Novel View Synthesis with Video Diffusion Models
- CVPR 2024VMC: Video Motion Customization using Temporal Attention Adaption for Text-to-Video Diffusion Models
- CVPR 2024VTimeLLM: Empower LLM to Grasp Video Moments
- CVPR 2024Weakly Supervised Video Individual Counting
- CVPR 2024Your Image is My Video: Reshaping the Receptive Field via Image-To-Video Differentiable AutoAugmentation and Fusion
- ICLR 2024Boundary Denoising for Video Activity Localization
- ICLR 2024Don't Judge by the Look: Towards Motion Coherent Video Representation
- ICLR 2024Efficient Video Diffusion Models via Content-Frame Motion-Latent Decomposition
- ICLR 2024Exploring Weight Balancing on Long-Tailed Recognition Problem
- ICLR 2024FreeNoise: Tuning-Free Longer Video Diffusion via Noise Rescheduling
- ICLR 2024Grokking in Linear Estimators -- A Solvable Model that Groks without Understanding
- ICLR 2024How Do Transformers Learn In-Context Beyond Simple Functions? A Case Study on Learning with Representations
- ICLR 2024InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation
- ICLR 2024Is ImageNet worth 1 video? Learning strong image encoders from 1 long unlabelled video
- ICLR 2024Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behavior
- ICLR 2024Latent Intuitive Physics: Learning to Transfer Hidden Physics from A 3D Video
- ICLR 2024MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models
- ICLR 2024Multi-granularity Correspondence Learning from Long-term Noisy Videos
- ICLR 2024Neural Rate Control for Learned Video Compression
- ICLR 2024Nougat: Neural Optical Understanding for Academic Documents
- ICLR 2024Pose Modulated Avatars from Video
- ICLR 2024Progressive Fourier Neural Representation for Sequential Video Compilation
- ICLR 2024Pseudo-Generalized Dynamic View Synthesis from a Video
- ICLR 2024Quadratic models for understanding catapult dynamics of neural networks
- ICLR 2024ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation Fusion
- ICLR 2024Semantic Flow: Learning Semantic Fields of Dynamic Scenes from Monocular Videos
- ICLR 2024Structured Video-Language Modeling with Temporal Grouping and Spatial Grounding
- ICLR 2024The All-Seeing Project: Towards Panoptic Visual Recognition and Understanding of the Open World
- ICLR 2024Theoretical Understanding of Learning from Adversarial Perturbations
- ICLR 2024Towards Understanding Factual Knowledge of Large Language Models
- ICLR 2024Towards Understanding Sycophancy in Language Models
- ICLR 2024Understanding Addition in Transformers
- ICLR 2024Understanding and Mitigating the Label Noise in Pre-training on Downstream Tasks
- ICLR 2024Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression
- ICLR 2024Understanding Catastrophic Forgetting in Language Models via Implicit Inference
- ICLR 2024Understanding Certified Training with Interval Bound Propagation
- ICLR 2024Understanding Convergence and Generalization in Federated Learning through Feature Learning Theory
- ICLR 2024Understanding Domain Generalization: A Noise Robustness Perspective
- ICLR 2024Understanding Expressivity of GNN in Rule Learning
- ICLR 2024Understanding In-Context Learning from Repetitions
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查视频理解在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "video-understanding"}
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。