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 6 / 46 页
- CVPR 2026Streaming Video Crime Anticipation with Spatio-Temporal Causal Reasoning
- CVPR 2026Streaming Video Instruction Tuning
- CVPR 2026StreamingTOM Streaming Token Compression for Efficient Video Understanding
- CVPR 2026StreamRAG Enhancing Real-Time Video Understanding with Retrieval Augmentation
- CVPR 2026SURF Signature-Retained Fast Video Generation
- CVPR 2026SVAgent Storyline-guided Long Video Understanding via Cross-Modal Multi-Agent Collaboration
- CVPR 2026Symphony A Cognitively-Inspired Multi-Agent System for Long-Video Understanding
- CVPR 2026T2SGrid Temporal-to-Spatial Gridification for Video Temporal Grounding
- CVPR 2026TempoControl Temporal Attention Guidance for Text-to-Video Models
- CVPR 2026TextOVSR Text-Guided Real-World Opera Video Super-Resolution
- CVPR 2026The devil is in the details Enhancing Video Virtual Try-On
- CVPR 2026The Road Less Seen Segment Exploration for Weakly Supervised Video
- CVPR 2026Thermal Diffusion Matters Infrared Spatial-Temporal Video Super-Resolution through Heat Conduction
- CVPR 2026Thinking with Drafts Speculative Temporal Reasoning for Efficient Long Video
- CVPR 2026Thinking with Video Video Generation as a Promising Multimodal Reasoning
- CVPR 2026Time Blindness Why Video-Language Models Cant See What Humans Can
- CVPR 2026Time-Specialized Event-Image Alignment for Blur-to-Video Decomposition
- CVPR 2026TimeBridge Self-Supervised Video Representation Learning via Start-End Joint Embedding and
- CVPR 2026TimeLens Rethinking Video Temporal Grounding with Multimodal LLMs
- CVPR 2026TimeRipples Accelerating vDiTs by Understanding the Spatio-Temporal Correlations in Latent
- CVPR 2026TimeViper A Hybrid Mamba-Transformer Vision-Language Model for Efficient Long Video
- CVPR 2026TLMA Mitigating the Impact of Weakly Labeled Information for Video
- CVPR 2026Towards Foundation Models for 3D Scene Understanding Instance-Aware Self-Supervised Learning
- CVPR 2026Towards Generalized Representations for Low-Light Understanding When Signal Constancy Meets
- CVPR 2026Towards Sparse Video Understanding and Reasoning
- CVPR 2026Towards Stable Self-Supervised Object Representations in Unconstrained Egocentric Video
- CVPR 2026Towards Unified Human Perception and Machine Understanding Token Flow Guided
- CVPR 2026TrackMAE Video Representation Learning via Track Mask and Predict
- CVPR 2026TRCoRSurg Temporal-Relational Co-Reasoning for Surgical Video Triplet Recognition
- CVPR 2026UFVideo Towards Unified Fine-Grained Video Cooperative Understanding with Large Language
- CVPR 2026Ultra-Fast Neural Video Compression
- CVPR 2026Ultrasound-CLIP Semantic-Aware Contrastive Pre-training for Ultrasound Image-Text Understanding
- CVPR 2026Understanding Accelerating and Improving MeanFlow Training
- CVPR 2026Understanding and Enforcing Weight Disentanglement in Task Arithmetic
- CVPR 2026Understanding and Mitigating Hallucinations in Multimodal Chain-of-Thought Models
- CVPR 2026Understanding Task Transfer in Vision-Language Models
- CVPR 2026Understanding Temporal Logic Consistency in Video-Language Models through Cross-Modal Attention
- CVPR 2026Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal
- CVPR 2026Uni3R Unified 3D Reconstruction and Semantic Understanding via Generalizable Gaussian
- CVPR 2026UniComp Rethinking Video Compression Through Informational Uniqueness
- CVPR 2026UniCompress Token Compression for Unified Vision-Language Understanding and Generation
- CVPR 2026Unified Camera Positional Encoding for Controlled Video Generation
- CVPR 2026Unified Personalized Understanding Generating and Editing
- CVPR 2026Unified Spatiotemporal Token Compression for Video-LLMs at Ultra-Low Retention
- CVPR 2026UniVBench Towards Unified Evaluation for Video Foundation Models
- CVPR 2026Unstitching the Chimera Frame-Level Risk and Train-Free Mitigation for Video
- CVPR 2026UVU Improving Multimodal Understanding via Vision-Language Unified Autoregressive Paradigm
- CVPR 2026V-DPM 4D Video Reconstruction with Dynamic Point Maps
- CVPR 2026V-RGBX Video Editing with Accurate Controls over Intrinsic Properties
- CVPR 2026VAST Video Ability-Stratified Taxonomy for Data-Efficient Video Reasoning
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。