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 31 / 46 页
- NeurIPS 2025VividFace: A Robost and High-Fidelity Video Face Swapping Framework
- NeurIPS 2025VQToken: Neural Discrete Token Representation Learning for Extreme Token Reduction in Video Large Language Models
- NeurIPS 2025Web-Scale Collection of Video Data for 4D Animal Reconstruction
- NeurIPS 2025What are you sinking? A geometric approach on attention sink
- NeurIPS 2025What Do Latent Action Models Actually Learn?
- NeurIPS 2025What Happens During the Loss Plateau? Understanding Abrupt Learning in Transformers
- NeurIPS 2025What We Miss Matters: Learning from the Overlooked in Point Cloud Transformers
- NeurIPS 2025When Semantics Mislead Vision: Mitigating Large Multimodal Models Hallucinations in Scene Text Spotting and Understanding
- NeurIPS 2025When Thinking Drifts: Evidential Grounding for Robust Video Reasoning
- NeurIPS 2025ZeroPatcher: Training-free Sampler for Video Inpainting and Editing
- NeurIPS 2025ZigzagPointMamba: Spatial-Semantic Mamba for Point Cloud Understanding
- CVPR 2024360+x: A Panoptic Multi-modal Scene Understanding Dataset
- CVPR 20243D Face Tracking from 2D Video through Iterative Dense UV to Image Flow
- CVPR 20243D Multi-frame Fusion for Video Stabilization
- CVPR 20243DInAction: Understanding Human Actions in 3D Point Clouds
- CVPR 2024A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectives
- CVPR 2024A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames
- CVPR 2024A Unified Framework for Human-centric Point Cloud Video Understanding
- CVPR 2024A Video is Worth 256 Bases: Spatial-Temporal Expectation-Maximization Inversion for Zero-Shot Video Editing
- CVPR 2024Abductive Ego-View Accident Video Understanding for Safe Driving Perception
- CVPR 2024Action Scene Graphs for Long-Form Understanding of Egocentric Videos
- CVPR 2024Align Before Adapt: Leveraging Entity-to-Region Alignments for Generalizable Video Action Recognition
- CVPR 2024Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation
- CVPR 2024AutoAD III: The Prequel - Back to the Pixels
- CVPR 2024AVID: Any-Length Video Inpainting with Diffusion Model
- CVPR 2024Binarized Low-light Raw Video Enhancement
- CVPR 2024Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring
- CVPR 2024Bootstrapping Chest CT Image Understanding by Distilling Knowledge from X-ray Expert Models
- CVPR 2024Breathing Life Into Sketches Using Text-to-Video Priors
- CVPR 2024Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
- CVPR 2024BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning
- CVPR 2024C3: High-Performance and Low-Complexity Neural Compression from a Single Image or Video
- CVPR 2024CAMEL: CAusal Motion Enhancement Tailored for Lifting Text-driven Video Editing
- CVPR 2024Can I Trust Your Answer? Visually Grounded Video Question Answering
- CVPR 2024Can't Make an Omelette Without Breaking Some Eggs: Plausible Action Anticipation Using Large Video-Language Models
- CVPR 2024CCEdit: Creative and Controllable Video Editing via Diffusion Models
- CVPR 2024Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding
- CVPR 2024CoDeF: Content Deformation Fields for Temporally Consistent Video Processing
- CVPR 2024COLMAP-Free 3D Gaussian Splatting
- CVPR 2024Combining Frame and GOP Embeddings for Neural Video Representation
- CVPR 2024Composed Video Retrieval via Enriched Context and Discriminative Embeddings
- CVPR 2024Compositional Video Understanding with Spatiotemporal Structure-based Transformers
- CVPR 2024Context-Guided Spatio-Temporal Video Grounding
- CVPR 2024Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding
- CVPR 2024CPGA: Coding Priors-Guided Aggregation Network for Compressed Video Quality Enhancement
- CVPR 2024Cross-view and Cross-pose Completion for 3D Human Understanding
- CVPR 2024CSTA: CNN-based Spatiotemporal Attention for Video Summarization
- CVPR 2024Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement
- CVPR 2024Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation
- CVPR 2024Deep Video Inverse Tone Mapping Based on Temporal Clues
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。