数据集与基准论文趋势 2023–2026

新数据集与评测协议

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 5,856 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

数据集与基准论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023227162166382937
20244482163183641,346
20256374191893371,582
20266236352754581,991

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

全部数据集与基准论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 454 篇，第 9 / 10 页

  1. CVPR 2026The SA-FARI Dataset Segment Anything in Footage of Animals for
  2. CVPR 2026Thermal is Always Wild Characterizing and Addressing Challenges in Thermal-Only
  3. CVPR 2026Thinking in Uncertainty Mitigating Hallucinations in MLRMs with Latent Entropy-Aware
  4. CVPR 2026TimeBridge Self-Supervised Video Representation Learning via Start-End Joint Embedding and
  5. CVPR 2026Too Vivid to Be Real Benchmarking and Calibrating Generative Color
  6. CVPR 2026Towards Universal Computational Aberration Correction in Photographic Cameras A Comprehensive
  7. CVPR 2026Tracking through Severe Occlusion via Event-Derived Transient Cues
  8. CVPR 2026TrackMAE Video Representation Learning via Track Mask and Predict
  9. CVPR 2026TRIDENT A Trimodal Cascade Generative Framework for Drug and RNA-Conditioned
  10. CVPR 2026TruckDrive Long-Range Autonomous Highway Driving Dataset
  11. CVPR 2026TTAPFormer Robust Arbitrary Point Tracking via Transient Asynchronous Fusion of
  12. CVPR 2026TWEO Transformers Without Extreme Outliers Enables FP8 Training And Quantization
  13. CVPR 2026Twin-T TwintVQA A Reliable Structure-Detail Separating VLM and a
  14. CVPR 2026UAV-CB A Complex-Background RGB-T Dataset and Local Frequency Bridge Network
  15. CVPR 2026UAVLight A Benchmark for Illumination-Robust 3D Reconstruction in Unmanned Aerial
  16. CVPR 2026Uni-Hema Unified Model for Digital Hematopathology
  17. CVPR 2026Uni3R Unified 3D Reconstruction and Semantic Understanding via Generalizable Gaussian
  18. CVPR 2026UnicEdit-10M A Dataset and Benchmark Breaking the Scale-Quality Barrier via
  19. CVPR 2026Unified Personalized Understanding Generating and Editing
  20. CVPR 2026UniRain Unified Image Deraining with RAG-based Dataset Distillation and Multi-objective
  21. CVPR 2026UniSH Unifying Scene and Human Reconstruction in a Feed-Forward Pass
  22. CVPR 2026Unlocking Motion from Large Vision Models with a Semantic and
  23. CVPR 2026Unlocking Positive Transfer in Incrementally Learning Surgical Instruments A Self-reflection
  24. CVPR 2026Unlocking Token Rewards via Training-Free Reward Attribution
  25. CVPR 2026Urban-GS A Unified 3D Gaussian Splatting Framework for Compact and
  26. CVPR 2026URScenes A Multi-scenario Dataset for Unstructured Road Environments
  27. CVPR 2026UTPTrack Towards Simple and Unified Token Pruning for Visual Tracking
  28. CVPR 2026V2U4Real A Real-world Large-scale Dataset for Vehicle-to-UAV Cooperative Perception
  29. CVPR 2026Venus Benchmarking and Empowering Multimodal Large Language Models for Aesthetic
  30. CVPR 2026Verifying Neural Network Robustness with Dual Perturbations
  31. CVPR 2026VesMamba 3D Pulmonary Vessel Segmentation from CT images via Mamba
  32. CVPR 2026VGA-Bench A Unified Benchmark and Multi-Model Framework for Video Aesthetics
  33. CVPR 2026Vibe Spaces for Creatively Connecting and Expressing Visual Concepts
  34. CVPR 2026ViLoMem Agentic Learner with Grow-and-Refine Multimodal Semantic Memory
  35. CVPR 2026VINS-120K Ultra High-Resolution Image Editing with A Large-Scale Dataset
  36. CVPR 2026Virtual Full-stack Scanning of Brain MRI via Imputing Any Quantised
  37. CVPR 2026Vision-Language Attribute Disentanglement and Reinforcement for Lifelong Person Re-Identification
  38. CVPR 2026VisualOverload Probing Visual Understanding of VLMs in Really Dense Scenes
  39. CVPR 2026VMD-FACT A New Video Dataset and MLLM-based method for Detecting
  40. CVPR 2026VoDaSuRe A Large-Scale Dataset Revealing Domain Shift in Volumetric Super-Resolution
  41. CVPR 2026WEAVE Unleashing and Benchmarking the In-context Interleaved Comprehension and Generation
  42. CVPR 2026WebChain A Large-Scale Human-Annotated Dataset of Real-World Web Interaction Traces
  43. CVPR 2026What Are You Doing A Closer Look at Controllable Human
  44. CVPR 2026When AVSR Meets Video Conferencing Dataset Degradation and the Hidden
  45. CVPR 2026When Robots Should Say I Dont Know Benchmarking Abstention in
  46. CVPR 2026When to Think and When to Look Uncertainty-Guided Lookback
  47. CVPR 2026Which Concepts to Forget and How to Refuse Decomposing Concepts
  48. CVPR 2026Why Does RL Generalize Better Than SFT A Data-Centric Perspective
  49. CVPR 2026WildPose A Unified Framework for Robust Pose Estimation in the
  50. CVPR 2026WOD-E2E Waymo Open Dataset for End-to-End Driving in Challenging Long-tail

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。

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用 paperlist 查数据集与基准在 NeurIPS 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": "dataset-and-benchmarks"}

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常见问题

2023–2026 年四大会议一共有多少篇数据集与基准论文？
共 5,856 篇，按年份分别是 2023 年 937 篇、2024 年 1,346 篇、2025 年 1,582 篇、2026 年 1,991 篇。
NeurIPS 2026 有多少篇数据集与基准论文？
NeurIPS 2026 有 623 篇数据集与基准论文，上一届是 637 篇。
ICLR 2026 有多少篇数据集与基准论文？
ICLR 2026 有 635 篇数据集与基准论文，上一届是 419 篇。
ICML 2026 有多少篇数据集与基准论文？
ICML 2026 有 275 篇数据集与基准论文，上一届是 189 篇。
CVPR 2026 有多少篇数据集与基准论文？
CVPR 2026 有 458 篇数据集与基准论文，上一届是 337 篇。
哪个会议的数据集与基准论文最多？
NeurIPS，2023–2026 年共 1,935 篇。

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