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 679 篇，第 2 / 14 页
- CVPR 2025DrVideo: Document Retrieval Based Long Video Understanding
- CVPR 2025DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models
- CVPR 2025DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding
- CVPR 2025Dynamic Content Prediction with Motion-aware Priors for Blind Face Video Restoration
- CVPR 2025DynFocus: Dynamic Cooperative Network Empowers LLMs with Video Understanding
- CVPR 2025ECVC: Exploiting Non-Local Correlations in Multiple Frames for Contextual Video Compression
- CVPR 2025EDEN: Enhanced Diffusion for High-quality Large-motion Video Frame Interpolation
- CVPR 2025Efficient Long Video Tokenization via Coordinate-based Patch Reconstruction
- CVPR 2025Efficient Motion-Aware Video MLLM
- CVPR 2025Efficient Transfer Learning for Video-language Foundation Models
- CVPR 2025Efficient Video Face Enhancement with Enhanced Spatial-Temporal Consistency
- CVPR 2025Efficient Video Super-Resolution for Real-time Rendering with Decoupled G-buffer Guidance
- CVPR 2025Ego4o: Egocentric Human Motion Capture and Understanding from Multi-Modal Input
- CVPR 2025EgoLife: Towards Egocentric Life Assistant
- CVPR 2025EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question Answering
- CVPR 2025Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation
- CVPR 2025Enhancing Vision-Language Compositional Understanding with Multimodal Synthetic Data
- CVPR 2025EntitySAM: Segment Everything in Video
- CVPR 2025EvEnhancer: Empowering Effectiveness, Efficiency and Generalizability for Continuous Space-Time Video Super-Resolution with Events
- CVPR 2025Event Ellipsometer: Event-based Mueller-Matrix Video Imaging
- CVPR 2025Event-based Video Super-Resolution via State Space Models
- CVPR 2025Event-Equalized Dense Video Captioning
- CVPR 2025EventGPT: Event Stream Understanding with Multimodal Large Language Models
- CVPR 2025ExpertAF: Expert Actionable Feedback from Video
- CVPR 2025Explicit Depth-Aware Blurry Video Frame Interpolation Guided by Differential Curves
- CVPR 2025Exploiting Temporal State Space Sharing for Video Semantic Segmentation
- CVPR 2025Exploring Contextual Attribute Density in Referring Expression Counting
- CVPR 2025Face Forgery Video Detection via Temporal Forgery Cue Unraveling
- CVPR 2025FADE: Frequency-Aware Diffusion Model Factorization for Video Editing
- CVPR 2025FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding
- CVPR 2025FATE: Full-head Gaussian Avatar with Textural Editing from Monocular Video
- CVPR 2025Feature4X: Bridging Any Monocular Video to 4D Agentic AI with Versatile Gaussian Feature Fields
- CVPR 2025FIction: 4D Future Interaction Prediction from Video
- CVPR 2025FIFA: Fine-grained Inter-frame Attention for Driver's Video Gaze Estimation
- CVPR 2025FineVQ: Fine-Grained User Generated Content Video Quality Assessment
- CVPR 2025Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images
- CVPR 2025FLAVC: Learned Video Compression with Feature Level Attention
- CVPR 2025Flexible Frame Selection for Efficient Video Reasoning
- CVPR 2025FloVD: Optical Flow Meets Video Diffusion Model for Enhanced Camera-Controlled Video Synthesis
- CVPR 2025FluidNexus: 3D Fluid Reconstruction and Prediction from a Single Video
- CVPR 2025Font-Agent: Enhancing Font Understanding with Large Language Models
- CVPR 2025FRAME: Floor-aligned Representation for Avatar Motion from Egocentric Video
- CVPR 2025From Faces to Voices: Learning Hierarchical Representations for High-quality Video-to-Speech
- CVPR 2025From Slow Bidirectional to Fast Autoregressive Video Diffusion Models
- CVPR 2025FSBench: A Figure Skating Benchmark for Advancing Artistic Sports Understanding
- CVPR 2025FSboard: Over 3 Million Characters of ASL Fingerspelling Collected via Smartphones
- CVPR 2025Galaxy Walker: Geometry-aware VLMs For Galaxy-scale Understanding
- CVPR 2025Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning
- CVPR 2025Generating 3D-Consistent Videos from Unposed Internet Photos
- CVPR 2025Generative Omnimatte: Learning to Decompose Video into Layers
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。