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 832 篇，第 4 / 17 页
- CVPR 2026Learnable Motion-Focused Tokenization for Effective and Efficient Video Unsupervised Domain
- CVPR 2026Learning to Generate via Understanding Understanding-Driven Intrinsic Rewarding for Unified
- CVPR 2026Learning to Reason in 4D Dynamic Spatial Understanding for Vision
- CVPR 2026Learning Transferable Temporal Primitives for Video Reasoning via Synthetic Videos
- CVPR 2026Lenses Toward Polysemous Vision-Language Understanding
- CVPR 2026LensWalk Agentic Video Understanding by Planning How You See in
- CVPR 2026Lifting Unlabeled Internet-level Data for 3D Scene Understanding
- CVPR 2026LightSplat Fast and Memory-Efficient Open-Vocabulary 3D Scene Understanding in Five
- CVPR 2026LinVideo A Post-Training Framework towards On Attention in Efficient Video
- CVPR 2026LLaDA-MedV Exploring Large Language Diffusion Models for Biomedical Image Understanding
- CVPR 2026LLaMo Scaling Pretrained Language Models for Unified Motion Understanding and
- CVPR 2026LoL Longer than Longer Scaling Video Generation to Hour
- CVPR 2026Long-RVOS A Comprehensive Benchmark for Long-term Referring Video Object Segmentation
- CVPR 2026LongVideo-R1 Smart Navigation for Low-cost Long Video Understanding
- CVPR 2026LRHDR Learning Representation-enhanced HDR Video Reconstruction
- CVPR 2026Lumosaic Hyperspectral Video via Active Illumination and Coded-Exposure Pixels
- CVPR 2026MA-Bench Towards Fine-grained Micro-Action Understanding
- CVPR 2026MatAnyone 2 Scaling Video Matting via a Learned Quality Evaluator
- CVPR 2026MDS-VQA Model-Informed Data Selection for Video Quality Assessment
- CVPR 2026MedGRPO Multi-Task Reinforcement Learning for Heterogeneous Medical Video Understanding
- CVPR 2026Mesh4D 4D Mesh Reconstruction and Tracking from Monocular Video
- CVPR 2026META Meta Evolution of Tool Trajectory Adaptation for Long-Video Understanding
- CVPR 2026MeToM Metadata-Guided Token Merging for Efficient Video LLMs
- CVPR 2026Minerva-Ego Spatiotemporal Hints for Egocentric Video Understanding
- CVPR 2026Mistake Attribution Fine-Grained Mistake Understanding in Egocentric Videos
- CVPR 2026MLLMSplat A 2D MLLM-Powered Framework for 3D Gaussian Splatting Understanding
- CVPR 2026MMLandmarks a Cross-View Instance-Level Benchmark for Geo-Spatial Understanding
- CVPR 2026MoBind Motion Binding for Fine-Grained IMU-Video Pose Alignment
- CVPR 2026MoCha End-to-End Video Character Replacement without Structural Guidance
- CVPR 2026Molmo2 Open Weights and Data for Vision-Language Models with Video
- CVPR 2026MOON2.0 Dynamic Modality-balanced Multimodal Representation Learning for E-commerce Product Understanding
- CVPR 2026MotionEnhancer Leveraging Video Diffusion for Motion-Enhanced Vision-Language Models
- CVPR 2026MotionV2V Editing Motion in a Video
- CVPR 2026MovieRecapsQA A Multimodal Open-Ended Video Question-Answering Benchmark
- CVPR 2026MS-Temba Multi-Scale Temporal Mamba for Understanding Long Untrimmed Videos
- CVPR 2026MSJoE Jointly Evolving MLLM and Sampler for Efficient Long-Form Video
- CVPR 2026Multi-SpatialMLLM Multi-Frame Spatial Understanding with Multi-Modal Large Language Models
- CVPR 2026MultiShotMaster A Controllable Multi-Shot Video Generation Framework
- CVPR 2026MusicInfuser Making Video Diffusion Listen and Dance
- CVPR 2026No Labels No Look-Ahead Unsupervised Online Video Stabilization with Classical
- CVPR 2026No Need For Real Anomaly MLLM Empowered Zero-Shot Video Anomaly
- CVPR 2026NS-Diff Fluid Navier-Stokes Guided Video Diffusion via Reinforcement Learning
- CVPR 2026OneCAT Decoder-Only Auto-Regressive Model for Unified Understanding and Generation
- CVPR 2026OnlineHMR Video-based Online World-Grounded Human Mesh Recovery
- CVPR 2026ORBIT Benchmarking SfM in the Wild with 360deg Video
- CVPR 2026OSA Echocardiography Video Segmentation via Orthogonalized State Update and Anatomical
- CVPR 2026PackUV Packed Gaussian UV Maps for 4D Volumetric Video
- CVPR 2026ParallelVLM Lossless Video-LLM Acceleration with Visual Alignment Aware Parallel Speculative
- CVPR 2026PAS A Training-Free Stabilizer for Temporal Encoding in Video LLMs
- CVPR 2026Perceptual Neural Video Compression with Color Separation and Rank Chain
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。