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 382 篇，第 7 / 8 页

  1. CVPR 2023Removing Objects From Neural Radiance Fields
  2. CVPR 2023Representing Volumetric Videos As Dynamic MLP Maps
  3. CVPR 2023Rethinking Domain Generalization for Face Anti-Spoofing: Separability and Alignment
  4. CVPR 2023Rethinking Gradient Projection Continual Learning: Stability / Plasticity Feature Space Decoupling
  5. CVPR 2023Revisiting Rotation Averaging: Uncertainties and Robust Losses
  6. CVPR 2023Robust Generalization Against Photon-Limited Corruptions via Worst-Case Sharpness Minimization
  7. CVPR 2023Robust Multiview Point Cloud Registration With Reliable Pose Graph Initialization and History Reweighting
  8. CVPR 2023RobustNeRF: Ignoring Distractors With Robust Losses
  9. CVPR 2023Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models
  10. CVPR 2023Samples With Low Loss Curvature Improve Data Efficiency
  11. CVPR 2023Scalable, Detailed and Mask-Free Universal Photometric Stereo
  12. CVPR 2023ScaleDet: A Scalable Multi-Dataset Object Detector
  13. CVPR 2023ScarceNet: Animal Pose Estimation With Scarce Annotations
  14. CVPR 2023SCOOP: Self-Supervised Correspondence and Optimization-Based Scene Flow
  15. CVPR 2023Semi-Supervised Hand Appearance Recovery via Structure Disentanglement and Dual Adversarial Discrimination
  16. CVPR 2023ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal
  17. CVPR 2023Shape, Pose, and Appearance From a Single Image via Bootstrapped Radiance Field Inversion
  18. CVPR 2023ShapeClipper: Scalable 3D Shape Learning From Single-View Images via Geometric and CLIP-Based Consistency
  19. CVPR 2023ShapeTalk: A Language Dataset and Framework for 3D Shape Edits and Deformations
  20. CVPR 2023Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning
  21. CVPR 2023Simulated Annealing in Early Layers Leads to Better Generalization
  22. CVPR 2023SLACK: Stable Learning of Augmentations With Cold-Start and KL Regularization
  23. CVPR 2023Slimmable Dataset Condensation
  24. CVPR 2023SLOPER4D: A Scene-Aware Dataset for Global 4D Human Pose Estimation in Urban Environments
  25. CVPR 2023SmartAssign: Learning a Smart Knowledge Assignment Strategy for Deraining and Desnowing
  26. CVPR 2023Solving 3D Inverse Problems Using Pre-Trained 2D Diffusion Models
  27. CVPR 2023SPARF: Neural Radiance Fields From Sparse and Noisy Poses
  28. CVPR 2023SparsePose: Sparse-View Camera Pose Regression and Refinement
  29. CVPR 2023Sphere-Guided Training of Neural Implicit Surfaces
  30. CVPR 2023Spider GAN: Leveraging Friendly Neighbors To Accelerate GAN Training
  31. CVPR 2023SplineCam: Exact Visualization and Characterization of Deep Network Geometry and Decision Boundaries
  32. CVPR 2023Spring: A High-Resolution High-Detail Dataset and Benchmark for Scene Flow, Optical Flow and Stereo
  33. CVPR 2023StepFormer: Self-Supervised Step Discovery and Localization in Instructional Videos
  34. CVPR 2023Stitchable Neural Networks
  35. CVPR 2023STMixer: A One-Stage Sparse Action Detector
  36. CVPR 2023Superclass Learning With Representation Enhancement
  37. CVPR 2023Switchable Representation Learning Framework With Self-Compatibility
  38. CVPR 2023Teacher-Generated Spatial-Attention Labels Boost Robustness and Accuracy of Contrastive Models
  39. CVPR 2023The ObjectFolder Benchmark: Multisensory Learning With Neural and Real Objects
  40. CVPR 2023ToThePoint: Efficient Contrastive Learning of 3D Point Clouds via Recycling
  41. CVPR 2023Toward RAW Object Detection: A New Benchmark and a New Model
  42. CVPR 2023Toward Stable, Interpretable, and Lightweight Hyperspectral Super-Resolution
  43. CVPR 2023Towards Artistic Image Aesthetics Assessment: A Large-Scale Dataset and a New Method
  44. CVPR 2023Towards Modality-Agnostic Person Re-Identification With Descriptive Query
  45. CVPR 2023Towards Professional Level Crowd Annotation of Expert Domain Data
  46. CVPR 2023Towards Robust Tampered Text Detection in Document Image: New Dataset and New Solution
  47. CVPR 2023Towards Stable Human Pose Estimation via Cross-View Fusion and Foot Stabilization
  48. CVPR 2023Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision
  49. CVPR 2023Towards Unbiased Volume Rendering of Neural Implicit Surfaces With Geometry Priors
  50. CVPR 2023TRACE: 5D Temporal Regression of Avatars With Dynamic Cameras in 3D Environments

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"}

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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