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 341 篇，第 5 / 7 页
- CVPR 2026PerformRecast Expression and Head Pose Disentanglement for Portrait Video Editing
- CVPR 2026Physical Object Understanding with a Physically Controllable World Model
- CVPR 2026Preserving Source Video Realism High-Fidelity Face Swapping for Cinematic Quality
- CVPR 2026Progressive Mask Distillation for Self-supervised Video Representation
- CVPR 2026PropFly Learning to Propagate via On-the-Fly Supervision from Pre-trained Video
- CVPR 2026PS-SR Pseudo-Single-Step Video Super-Resolution via Speculative Diffusion
- CVPR 2026PyramidalWan On Making Pretrained Video Model Pyramidal for Efficient Inference
- CVPR 2026PyraTok Language-Aligned Pyramidal Tokenizer for Video Understanding and Generation
- CVPR 2026Question-guided Visual Compression with Memory Feedback for Long-Term Video Understanding
- CVPR 2026RE-VLM Event-Augmented Vision-Language Model for Scene Understanding
- CVPR 2026Real-Time Neural Video Compression with Unified Intra and Inter Coding
- CVPR 2026Reconstruction-Guided Slot Curriculum Addressing Object Over-Fragmentation in Video Object-Centric Learning
- CVPR 2026Recurrent Video Masked Autoencoders
- CVPR 2026ReDirector Creating Any-Length Video Retakes with Rotary Camera Encoding
- CVPR 2026ReHyAt Recurrent Hybrid Attention for Video Diffusion Transformers
- CVPR 2026Reinforcing Structured Chain-of-Thought for Video Understanding
- CVPR 2026Relightful Video Portrait Harmonization
- CVPR 2026Rethinking Diffusion Model-Based Video Super-Resolution Leveraging Dense Guidance from Aligned
- CVPR 2026RISE Single Static Radar-based Indoor Scene Understanding
- CVPR 2026RoadSceneBench A Lightweight Benchmark for Mid-Level Road Scene Understanding
- CVPR 2026Robust Promptable Video Object Segmentation
- CVPR 2026rPPG-VQA A Video Quality Assessment Framework for Unsupervised rPPG Training
- CVPR 2026RS-SSM Refining Forgotten Specifics in State Space Model for Video
- CVPR 2026SAGE Training Smart Any-Horizon Agents for Long Video Reasoning with
- CVPR 2026Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset
- CVPR 2026Scaling the Long Video Understanding of Multimodal Large Language Models
- CVPR 2026Scaling4D Pushing the Frontier of Video Novel View Synthesis through
- CVPR 2026SCE-SLAM Scale-Consistent Monocular SLAM via Scene Coordinate Embeddings
- CVPR 2026Scene-Centric Unsupervised Video Panoptic Segmentation
- CVPR 2026SceneScribe-1M A Large-Scale Video Dataset with Comprehensive Geometric and Semantic
- CVPR 2026SciEducator Scientific Video Understanding and Educating via Deming-Cycle Multi-Agent System
- CVPR 2026Score2Instruct Scaling Up Video Quality-Centric Instructions via Automated Dimension Scoring
- CVPR 2026SEASON Mitigating Temporal Hallucination in Video Large Language Models via
- CVPR 2026Seeing Conversations Communication Context Identification in Egocentric Video
- CVPR 2026Seeing the Scene Matters Revealing Forgetting in Video Understanding Models
- CVPR 2026Select Less Reason More Prioritizing Evidence Purity for Video Reasoning
- CVPR 2026Self-Critical Distillation Network for Video-based Commonsense Captioning
- CVPR 2026SelfHVD Self-Supervised Handheld Video Deblurring
- CVPR 2026Semi-supervised Echocardiography Video Segmentation via Anchor Semantic Awareness and Continuous
- CVPR 2026Single-step Diffusion-based Video Coding with Semantic-Temporal Guidance
- CVPR 2026SkillSight Efficient First-Person Skill Assessment with Gaze
- CVPR 2026SoccerMaster A Vision Foundation Model for Soccer Understanding
- CVPR 2026SpatialVID A Large-Scale Video Dataset with Spatial Annotations
- CVPR 2026SPEAR-1 Scaling Beyond Robot Demonstrations via 3D Understanding
- CVPR 2026Spk2VidNet A Hierarchical Recurrent Architecture for High-Fidelity Video Reconstruction from
- CVPR 2026SPOT Spatiotemporal Prompt Optimization for Motion-Stabilized MLLM-Guided Video Segmentation
- CVPR 2026Stabilizing Streaming Video Geometry via Dynamic Feature Normalization
- CVPR 2026STCDiT Spatio-Temporally Consistent Diffusion Transformer for High-Quality Video Super-Resolution
- CVPR 2026Stitch-a-Demo Creating Video Demonstrations from Multistep Descriptions
- CVPR 2026Streaming Diffusion Model for Fast Infrared and Visible Video Fusion
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。