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 34 / 46 页
- CVPR 2024Relightable and Animatable Neural Avatar from Sparse-View Video
- CVPR 2024Retrieval-Augmented Egocentric Video Captioning
- CVPR 2024RMem: Restricted Memory Banks Improve Video Object Segmentation
- CVPR 2024Scaling Up Video Summarization Pretraining with Large Language Models
- CVPR 2024SceneFun3D: Fine-Grained Functionality and Affordance Understanding in 3D Scenes
- CVPR 2024Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors
- CVPR 2024Siamese Learning with Joint Alignment and Regression for Weakly-Supervised Video Paragraph Grounding
- CVPR 2024Single-Model and Any-Modality for Video Object Tracking
- CVPR 2024SleepVST: Sleep Staging from Near-Infrared Video Signals using Pre-Trained Transformers
- CVPR 2024SnAG: Scalable and Accurate Video Grounding
- CVPR 2024SNED: Superposition Network Architecture Search for Efficient Video Diffusion Model
- CVPR 2024Sparse Global Matching for Video Frame Interpolation with Large Motion
- CVPR 2024SportsSloMo: A New Benchmark and Baselines for Human-centric Video Frame Interpolation
- CVPR 2024SRTube: Video-Language Pre-Training with Action-Centric Video Tube Features and Semantic Role Labeling
- CVPR 2024Step Differences in Instructional Video
- CVPR 2024Streaming Dense Video Captioning
- CVPR 2024SuperPrimitive: Scene Reconstruction at a Primitive Level
- CVPR 2024SurroundSDF: Implicit 3D Scene Understanding Based on Signed Distance Field
- CVPR 2024Synthesize Diagnose and Optimize: Towards Fine-Grained Vision-Language Understanding
- CVPR 2024TACO: Benchmarking Generalizable Bimanual Tool-ACtion-Object Understanding
- CVPR 2024TAMM: TriAdapter Multi-Modal Learning for 3D Shape Understanding
- CVPR 2024Task-Aware Encoder Control for Deep Video Compression
- CVPR 2024TeTriRF: Temporal Tri-Plane Radiance Fields for Efficient Free-Viewpoint Video
- CVPR 2024Text Is MASS: Modeling as Stochastic Embedding for Text-Video Retrieval
- CVPR 2024TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding
- CVPR 2024Towards HDR and HFR Video from Rolling-Mixed-Bit Spikings
- CVPR 2024Towards Language-Driven Video Inpainting via Multimodal Large Language Models
- CVPR 2024Towards More Unified In-context Visual Understanding
- CVPR 2024Towards Surveillance Video-and-Language Understanding: New Dataset Baselines and Challenges
- CVPR 2024Towards Understanding and Improving Adversarial Robustness of Vision Transformers
- CVPR 2024ULIP-2: Towards Scalable Multimodal Pre-training for 3D Understanding
- CVPR 2024Uncovering What Why and How: A Comprehensive Benchmark for Causation Understanding of Video Anomaly
- CVPR 2024Understanding and Improving Source-free Domain Adaptation from a Theoretical Perspective
- CVPR 2024Understanding Video Transformers via Universal Concept Discovery
- CVPR 2024UniVS: Unified and Universal Video Segmentation with Prompts as Queries
- CVPR 2024Unsupervised Video Domain Adaptation with Masked Pre-Training and Collaborative Self-Training
- CVPR 2024Upscale-A-Video: Temporal-Consistent Diffusion Model for Real-World Video Super-Resolution
- CVPR 2024UVEB: A Large-scale Benchmark and Baseline Towards Real-World Underwater Video Enhancement
- CVPR 2024Vanishing-Point-Guided Video Semantic Segmentation of Driving Scenes
- CVPR 2024VBench: Comprehensive Benchmark Suite for Video Generative Models
- CVPR 2024VicTR: Video-conditioned Text Representations for Activity Recognition
- CVPR 2024vid-TLDR: Training Free Token Merging for Light-weight Video Transformer
- CVPR 2024Video Frame Interpolation via Direct Synthesis with the Event-based Reference
- CVPR 2024Video Harmonization with Triplet Spatio-Temporal Variation Patterns
- CVPR 2024Video Interpolation with Diffusion Models
- CVPR 2024Video ReCap: Recursive Captioning of Hour-Long Videos
- CVPR 2024Video Recognition in Portrait Mode
- CVPR 2024Video Super-Resolution Transformer with Masked Inter&Intra-Frame Attention
- CVPR 2024Video-Based Human Pose Regression via Decoupled Space-Time Aggregation
- CVPR 2024Video2Game: Real-time Interactive Realistic and Browser-Compatible Environment from a Single Video
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。