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 113 篇，第 1 / 3 页

  1. NeurIPS 2024$E^3$: Exploring Embodied Emotion Through A Large-Scale Egocentric Video Dataset
  2. NeurIPS 20243DCoMPaT200: Language Grounded Large-Scale 3D Vision Dataset for Compositional Recognition
  3. NeurIPS 2024A Theoretical Understanding of Self-Correction through In-context Alignment
  4. NeurIPS 2024ActionAtlas: A VideoQA Benchmark for Domain-specialized Action Recognition
  5. NeurIPS 2024Advancing Video Anomaly Detection: A Concise Review and a New Dataset
  6. NeurIPS 2024Animal-Bench: Benchmarking Multimodal Video Models for Animal-centric Video Understanding
  7. NeurIPS 2024Artemis: Towards Referential Understanding in Complex Videos
  8. NeurIPS 2024AverNet: All-in-one Video Restoration for Time-varying Unknown Degradations
  9. NeurIPS 2024Beyond Euclidean: Dual-Space Representation Learning for Weakly Supervised Video Violence Detection
  10. NeurIPS 2024bit2bit: 1-bit quanta video reconstruction via self-supervised photon prediction
  11. NeurIPS 2024CALVIN: Improved Contextual Video Captioning via Instruction Tuning
  12. NeurIPS 2024CaptainCook4D: A Dataset for Understanding Errors in Procedural Activities
  13. NeurIPS 2024CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs
  14. NeurIPS 2024Chat-Scene: Bridging 3D Scene and Large Language Models with Object Identifiers
  15. NeurIPS 2024Cross-video Identity Correlating for Person Re-identification Pre-training
  16. NeurIPS 2024CulturePark: Boosting Cross-cultural Understanding in Large Language Models
  17. NeurIPS 2024Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos
  18. NeurIPS 2024Don't Look Twice: Faster Video Transformers with Run-Length Tokenization
  19. NeurIPS 2024E.T. Bench: Towards Open-Ended Event-Level Video-Language Understanding
  20. NeurIPS 2024End-to-End Video Semantic Segmentation in Adverse Weather using Fusion Blocks and Temporal-Spatial Teacher-Student Learning
  21. NeurIPS 2024Estimating Ego-Body Pose from Doubly Sparse Egocentric Video Data
  22. NeurIPS 2024Expressive Gaussian Human Avatars from Monocular RGB Video
  23. NeurIPS 2024Extending Video Masked Autoencoders to 128 frames
  24. NeurIPS 2024Fast and Memory-Efficient Video Diffusion Using Streamlined Inference
  25. NeurIPS 2024FineCLIP: Self-distilled Region-based CLIP for Better Fine-grained Understanding
  26. NeurIPS 2024Flow Snapshot Neurons in Action: Deep Neural Networks Generalize to Biological Motion Perception
  27. NeurIPS 2024Fourier Amplitude and Correlation Loss: Beyond Using L2 Loss for Skillful Precipitation Nowcasting
  28. NeurIPS 2024Frozen-DETR: Enhancing DETR with Image Understanding from Frozen Foundation Models
  29. NeurIPS 2024FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic Understanding
  30. NeurIPS 2024Generalizable Implicit Motion Modeling for Video Frame Interpolation
  31. NeurIPS 2024Generalized Tensor Decomposition for Understanding Multi-Output Regression under Combinatorial Shifts
  32. NeurIPS 2024GenRec: Unifying Video Generation and Recognition with Diffusion Models
  33. NeurIPS 2024Harmony4D: A Video Dataset for In-The-Wild Close Human Interactions
  34. NeurIPS 2024HAWK: Learning to Understand Open-World Video Anomalies
  35. NeurIPS 2024HENASY: Learning to Assemble Scene-Entities for Interpretable Egocentric Video-Language Model
  36. NeurIPS 2024HourVideo: 1-Hour Video-Language Understanding
  37. NeurIPS 2024Human-level shape inferences: A benchmark for evaluating the 3D understanding of vision models
  38. NeurIPS 2024Identifying and Solving Conditional Image Leakage in Image-to-Video Diffusion Model
  39. NeurIPS 2024II-Bench: An Image Implication Understanding Benchmark for Multimodal Large Language Models
  40. NeurIPS 2024IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos
  41. NeurIPS 2024Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level
  42. NeurIPS 2024Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning
  43. NeurIPS 2024JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images
  44. NeurIPS 2024LAVIB: A Large-scale Video Interpolation Benchmark
  45. NeurIPS 2024Learnability Matters: Active Learning for Video Captioning
  46. NeurIPS 2024Learning an Actionable Discrete Diffusion Policy via Large-Scale Actionless Video Pre-Training
  47. NeurIPS 2024Learning Truncated Causal History Model for Video Restoration
  48. NeurIPS 2024LongVideoBench: A Benchmark for Long-context Interleaved Video-Language Understanding
  49. NeurIPS 2024MambaSCI: Efficient Mamba-UNet for Quad-Bayer Patterned Video Snapshot Compressive Imaging
  50. NeurIPS 2024MambaTree: Tree Topology is All You Need in State Space Model

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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