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 4 / 6 页
- CVPR 2025M-LLM Based Video Frame Selection for Efficient Video Understanding
- CVPR 2025M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation
- CVPR 2025Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models
- CVPR 2025MammAlps: A Multi-view Video Behavior Monitoring Dataset of Wild Mammals in the Swiss Alps
- CVPR 2025ManiVideo: Generating Hand-Object Manipulation Video with Dexterous and Generalizable Grasping
- CVPR 2025MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations
- CVPR 2025Masked Scene Modeling: Narrowing the Gap Between Supervised and Self-Supervised Learning in 3D Scene Understanding
- CVPR 2025MaskGWM: A Generalizable Driving World Model with Video Mask Reconstruction
- CVPR 2025MatAnyone: Stable Video Matting with Consistent Memory Propagation
- CVPR 2025Mimir: Improving Video Diffusion Models for Precise Text Understanding
- CVPR 2025MIMO: Controllable Character Video Synthesis with Spatial Decomposed Modeling
- CVPR 2025Mind the Time: Temporally-Controlled Multi-Event Video Generation
- CVPR 2025Minimizing Labeled, Maximizing Unlabeled: An Image-Driven Approach for Video Instance Segmentation
- CVPR 2025MLVU: Benchmarking Multi-task Long Video Understanding
- CVPR 2025MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments
- CVPR 2025MMVU: Measuring Expert-Level Multi-Discipline Video Understanding
- CVPR 2025Mono3DVLT: Monocular-Video-Based 3D Visual Language Tracking
- CVPR 2025Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level
- CVPR 2025MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models
- CVPR 2025Movie Weaver: Tuning-Free Multi-Concept Video Personalization with Anchored Prompts
- CVPR 2025MovieBench: A Hierarchical Movie Level Dataset for Long Video Generation
- CVPR 2025MP-GUI: Modality Perception with MLLMs for GUI Understanding
- CVPR 2025MPDrive: Improving Spatial Understanding with Marker-Based Prompt Learning for Autonomous Driving
- CVPR 2025Multi-subject Open-set Personalization in Video Generation
- CVPR 2025MultiVENT 2.0: A Massive Multilingual Benchmark for Event-Centric Video Retrieval
- CVPR 2025Neural Video Compression with Context Modulation
- CVPR 2025Noise-Resistant Video Anomaly Detection via RGB Error-Guided Multiscale Predictive Coding and Dynamic Memory
- CVPR 2025Non-Natural Image Understanding with Advancing Frequency-based Vision Encoders
- CVPR 2025Number it: Temporal Grounding Videos like Flipping Manga
- CVPR 2025Object-Shot Enhanced Grounding Network for Egocentric Video
- CVPR 2025ObjectMover: Generative Object Movement with Video Prior
- CVPR 2025Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks
- CVPR 2025Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos
- CVPR 2025OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts
- CVPR 2025On the Consistency of Video Large Language Models in Temporal Comprehension
- CVPR 2025Online Video Understanding: OVBench and VideoChat-Online
- CVPR 2025OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?
- CVPR 2025PatchVSR: Breaking Video Diffusion Resolution Limits with Patch-wise Video Super-Resolution
- CVPR 2025PAVE: Patching and Adapting Video Large Language Models
- CVPR 2025PEACE: Empowering Geologic Map Holistic Understanding with MLLMs
- CVPR 2025Perceptual Video Compression with Neural Wrapping
- CVPR 2025Plug-and-Play Versatile Compressed Video Enhancement
- CVPR 2025PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter
- CVPR 2025PolarFree: Polarization-based Reflection-Free Imaging
- CVPR 2025PoseTraj: Pose-Aware Trajectory Control in Video Diffusion
- CVPR 2025Progress-Aware Video Frame Captioning
- CVPR 2025ProReflow: Progressive Reflow with Decomposed Velocity
- CVPR 2025Protecting Your Video Content: Disrupting Automated Video-based LLM Annotations
- CVPR 2025Pursuing Temporal-Consistent Video Virtual Try-On via Dynamic Pose Interaction
- CVPR 2025PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models
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。