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

每年论文数

各会议论文数

按年份和会议统计

视频理解论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023474434194319
20241134767204431
20252229564298679
2026229148114341832

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

全部视频理解论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 2,261 篇，第 24 / 46 页

  1. ICLR 2025Going Beyond Static: Understanding Shifts with Time-Series Attribution
  2. ICLR 2025Grounding Video Models to Actions through Goal Conditioned Exploration
  3. ICLR 2025GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding
  4. ICLR 2025Harnessing Webpage UIs for Text-Rich Visual Understanding
  5. ICLR 2025I2VControl-Camera: Precise Video Camera Control with Adjustable Motion Strength
  6. ICLR 2025IDA-VLM: Towards Movie Understanding via ID-Aware Large Vision-Language Model
  7. ICLR 2025INCLUDE: Evaluating Multilingual Language Understanding with Regional Knowledge
  8. ICLR 2025Is Your Video Language Model a Reliable Judge?
  9. ICLR 2025Kronecker Mask and Interpretive Prompts are Language-Action Video Learners
  10. ICLR 2025Language-Image Models with 3D Understanding
  11. ICLR 2025LASER: A Neuro-Symbolic Framework for Learning Spatio-Temporal Scene Graphs with Weak Supervision
  12. ICLR 2025Learning Fine-Grained Representations through Textual Token Disentanglement in Composed Video Retrieval
  13. ICLR 2025Learning Video-Conditioned Policy on Unlabelled Data with Joint Embedding Predictive Transformer
  14. ICLR 2025Let Your Features Tell The Differences: Understanding Graph Convolution By Feature Splitting
  15. ICLR 2025Linear Mode Connectivity in Differentiable Tree Ensembles
  16. ICLR 2025LongVILA: Scaling Long-Context Visual Language Models for Long Videos
  17. ICLR 2025Looking Backward: Streaming Video-to-Video Translation with Feature Banks
  18. ICLR 2025MMEgo: Towards Building Egocentric Multimodal LLMs for Video QA
  19. ICLR 2025MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models
  20. ICLR 2025MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos
  21. ICLR 2025Modeling Fine-Grained Hand-Object Dynamics for Egocentric Video Representation Learning
  22. ICLR 2025mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models
  23. ICLR 2025MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding
  24. ICLR 2025Needle In A Video Haystack: A Scalable Synthetic Evaluator for Video MLLMs
  25. ICLR 2025NVS-Solver: Video Diffusion Model as Zero-Shot Novel View Synthesizer
  26. ICLR 2025One Hundred Neural Networks and Brains Watching Videos: Lessons from Alignment
  27. ICLR 2025Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution
  28. ICLR 2025PooDLe🐩: Pooled and dense self-supervised learning from naturalistic videos
  29. ICLR 2025Proximal Mapping Loss: Understanding Loss Functions in Crowd Counting & Localization
  30. ICLR 2025PvNeXt: Rethinking Network Design and Temporal Motion for Point Cloud Video Recognition
  31. ICLR 2025Real-Time Video Generation with Pyramid Attention Broadcast
  32. ICLR 2025SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations
  33. ICLR 2025Scalable Benchmarking and Robust Learning for Noise-Free Ego-Motion and 3D Reconstruction from Noisy Video
  34. ICLR 2025See It from My Perspective: How Language Affects Cultural Bias in Image Understanding
  35. ICLR 2025Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos
  36. ICLR 2025Solving Video Inverse Problems Using Image Diffusion Models
  37. ICLR 2025Streaming Video Question-Answering with In-context Video KV-Cache Retrieval
  38. ICLR 2025Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge
  39. ICLR 2025StringLLM: Understanding the String Processing Capability of Large Language Models
  40. ICLR 2025SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding
  41. ICLR 2025SVG: 3D Stereoscopic Video Generation via Denoising Frame Matrix
  42. ICLR 2025TAU-106K: A New Dataset for Comprehensive Understanding of Traffic Accident
  43. ICLR 2025Teaching Human Behavior Improves Content Understanding Abilities Of VLMs
  44. ICLR 2025TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning
  45. ICLR 2025Topological Blindspots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity
  46. ICLR 2025Toward Understanding In-context vs. In-weight Learning
  47. ICLR 2025Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective
  48. ICLR 2025Towards a Unified and Verified Understanding of Group-Operation Networks
  49. ICLR 2025Towards Understanding the Robustness of Diffusion-Based Purification: A Stochastic Perspective
  50. ICLR 2025Towards Understanding the Universality of Transformers for Next-Token Prediction

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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