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 7 / 46 页
- CVPR 2026VCU-Bridge Hierarchical Visual Connotation Understanding via Semantic Bridging
- CVPR 2026VDFE Difference-Aware 3D Scene Editing with Non-Intrusive Video Diffusion Priors
- CVPR 2026VDOT Efficient Unified Video Creation via Optimal Transport Distillation
- CVPR 2026VGA-Bench A Unified Benchmark and Multi-Model Framework for Video Aesthetics
- CVPR 2026Video Panels for Long Video Understanding
- CVPR 2026Video-CoE Reinforcing Video Event Prediction via Chain of Events
- CVPR 2026Video-Only ToM Enhancing Theory of Mind in Multimodal Large Language
- CVPR 2026Video2Robo 3DGS-based Synthetic Data from One Video Enables Scalable Robot
- CVPR 2026VideoARM Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding
- CVPR 2026VideoAuto-R1 Video Auto Reasoning via Thinking Once Answering Twice
- CVPR 2026VideoCoF Unified Video Editing with Temporal Reasoner
- CVPR 2026VideoFusion A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion
- CVPR 2026VideoITG Multimodal Video Understanding with Instructed Temporal Grounding
- CVPR 2026VideoMaMa Mask-Guided Video Matting via Generative Prior
- CVPR 2026VidEoMT Your ViT is Secretly Also a Video Segmentation Model
- CVPR 2026VideoSeek Long-Horizon Video Agent with Tool-Guided Seeking
- CVPR 2026VideoSSR Video Self-Supervised Reinforcement Learning
- CVPR 2026VideoWeaver Multimodal Multi-View Video-to-Video Transfer for Embodied Agents
- CVPR 2026VidPrism Heterogeneous Mixture of Experts for Image-to-Video Transfer
- CVPR 2026VidTAG Temporally Aligned Video to GPS Geolocalization with Denoising Sequence
- CVPR 2026ViKey Enhancing Temporal Understanding in Videos via Visual Prompting
- CVPR 2026VIRST Video-Instructed Reasoning Assistant for SpatioTemporal Segmentation
- CVPR 2026VirtueBench Evaluating Trustworthiness under Uncertainty in Long Video Understanding
- CVPR 2026Vista4D Video Reshooting with 4D Point Clouds
- CVPR 2026VisualOverload Probing Visual Understanding of VLMs in Really Dense Scenes
- CVPR 2026VIVA VLM-Guided Instruction-Based Video Editing with Reward Optimization
- CVPR 2026VMD-FACT A New Video Dataset and MLLM-based method for Detecting
- CVPR 2026VMonarch Efficient Video Diffusion Transformers with Structured Attention
- CVPR 2026VSRELL A Simple Baseline for Video Super-Resolution and Enhancement in
- CVPR 2026Wavelet-based Frame Selection by Detecting Semantic Boundary for Long Video
- CVPR 2026Weakly Supervised Video Anomaly Detection with Anomaly-Connected Components and Intention
- CVPR 2026When AVSR Meets Video Conferencing Dataset Degradation and the Hidden
- CVPR 2026When Token Pruning is Worse than Random Understanding Visual Token
- CVPR 2026When Transformers Meet Mamba A Hybrid Transformer-Mamba Network for Video
- CVPR 2026When Understanding Becomes a Risk Authenticity and Safety Risks in
- CVPR 2026Where Does Vision Meet Language Understanding and Refining Visual Fusion
- CVPR 2026World in a Frame Understanding Culture Mixing as a New
- CVPR 2026WorldMM Dynamic Multimodal Memory Agent for Long Video Reasoning
- CVPR 2026WorldReel 4D Video Generation with Consistent Geometry and Motion Modeling
- CVPR 2026YOSE You Only Select Essential Tokens for Efficient DiT-based Video
- CVPR 2026Your One-Stop Solution for AI-Generated Video Detection
- ICLR 2026<SO$G_k$>: One LLM Token for Explicit Graph Structural Understanding
- ICLR 2026A Training-Free Framework for Long Video Understanding via Video-Query-Options Similarity
- ICLR 2026A.I.R.: Enabling Adaptive, Iterative, and Reasoning-based Frame Selection For Video Question Answering
- ICLR 2026Action-Guided Attention for Video Action Anticipation
- ICLR 2026Advancing Complex Video Object Segmentation via Progressive Concept Construction
- ICLR 2026AFD-INSTRUCTION: A Comprehensive Antibody Instruction Dataset with Functional Annotations for LLM-Based Understanding and Design
- ICLR 2026AlphaFlow: Understanding and Improving MeanFlow Models
- ICLR 2026BAH Dataset for Ambivalence/Hesitancy Recognition in Videos for Behavioural Change
- ICLR 2026BANZ-FS: BANZSL Fingerspelling Dataset
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。