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 298 篇，第 1 / 6 页
- CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
- CVPR 20254DGC: Rate-Aware 4D Gaussian Compression for Efficient Streamable Free-Viewpoint Video
- CVPR 20254Real-Video: Learning Generalizable Photo-Realistic 4D Video Diffusion
- CVPR 2025A Simple yet Effective Layout Token in Large Language Models for Document Understanding
- CVPR 2025AC3D: Analyzing and Improving 3D Camera Control in Video Diffusion Transformers
- CVPR 2025Action Detail Matters: Refining Video Recognition with Local Action Queries
- CVPR 2025AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction
- CVPR 2025Adapting Pre-trained 3D Models for Point Cloud Video Understanding via Cross-frame Spatio-temporal Perception
- CVPR 2025Adaptive Keyframe Sampling for Long Video Understanding
- CVPR 2025AG-VPReID: A Challenging Large-Scale Benchmark for Aerial-Ground Video-based Person Re-Identification
- CVPR 2025Align-A-Video: Deterministic Reward Tuning of Image Diffusion Models for Consistent Video Editing
- CVPR 2025AniGrad: Anisotropic Gradient-Adaptive Sampling for 3D Reconstruction From Monocular Video
- CVPR 2025Anomize: Better Open Vocabulary Video Anomaly Detection
- CVPR 2025AnyMoLe: Any Character Motion In-betweening Leveraging Video Diffusion Models
- CVPR 2025Apollo: An Exploration of Video Understanding in Large Multimodal Models
- CVPR 2025AR-Diffusion: Asynchronous Video Generation with Auto-Regressive Diffusion
- CVPR 2025ARKit LabelMaker: A New Scale for Indoor 3D Scene Understanding
- CVPR 2025Articulated Kinematics Distillation from Video Diffusion Models
- CVPR 2025Augmented Deep Contexts for Spatially Embedded Video Coding
- CVPR 2025BASKET: A Large-Scale Video Dataset for Fine-Grained Skill Estimation
- CVPR 2025Beyond Image Classification: A Video Benchmark and Dual-Branch Hybrid Discrimination Framework for Compositional Zero-Shot Learning
- CVPR 2025BF-STVSR: B-Splines and Fourier---Best Friends for High Fidelity Spatial-Temporal Video Super-Resolution
- CVPR 2025Bias for Action: Video Implicit Neural Representations with Bias Modulation
- CVPR 2025BiM-VFI: Bidirectional Motion Field-Guided Frame Interpolation for Video with Non-uniform Motions
- CVPR 2025BIMBA: Selective-Scan Compression for Long-Range Video Question Answering
- CVPR 2025Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events
- CVPR 2025Blind Bitstream-corrupted Video Recovery via Metadata-guided Diffusion Model
- CVPR 2025BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding
- CVPR 2025Bootstrap Your Own Views: Masked Ego-Exo Modeling for Fine-grained View-invariant Video Representations
- CVPR 2025Buffer Anytime: Zero-Shot Video Depth and Normal from Image Priors
- CVPR 2025Building a Mind Palace: Structuring Environment-Grounded Semantic Graphs for Effective Long Video Analysis with LLMs
- CVPR 2025Can Generative Video Models Help Pose Estimation?
- CVPR 2025Can Machines Understand Composition? Dataset and Benchmark for Photographic Image Composition Embedding and Understanding
- CVPR 2025CAT4D: Create Anything in 4D with Multi-View Video Diffusion Models
- CVPR 2025Change3D: Revisiting Change Detection and Captioning from A Video Modeling Perspective
- CVPR 2025Classic Video Denoising in a Machine Learning World: Robust, Fast, and Controllable
- CVPR 2025Coherent 3D Portrait Video Reconstruction via Triplane Fusion
- CVPR 2025Commonsense Video Question Answering through Video-Grounded Entailment Tree Reasoning
- CVPR 2025Continuous Space-Time Video Resampling with Invertible Motion Steganography
- CVPR 2025Cross-Modal and Uncertainty-Aware Agglomeration for Open-Vocabulary 3D Scene Understanding
- CVPR 2025Cross-modal Causal Relation Alignment for Video Question Grounding
- CVPR 2025D^3-Human: Dynamic Disentangled Digital Human from Monocular Video
- CVPR 2025Decoupled Motion Expression Video Segmentation
- CVPR 2025DejaVid: Encoder-Agnostic Learned Temporal Matching for Video Classification
- CVPR 2025Diffusion Renderer: Neural Inverse and Forward Rendering with Video Diffusion Models
- CVPR 2025DiffVsgg: Diffusion-Driven Online Video Scene Graph Generation
- CVPR 2025DiscoVLA: Discrepancy Reduction in Vision, Language, and Alignment for Parameter-Efficient Video-Text Retrieval
- CVPR 2025Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction
- CVPR 2025DIV-FF: Dynamic Image-Video Feature Fields For Environment Understanding in Egocentric Videos
- CVPR 2025DocLayLLM: An Efficient Multi-modal Extension of Large Language Models for Text-rich Document Understanding
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。