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 5,852 篇，第 101 / 118 页

  1. CVPR 2023DeepLSD: Line Segment Detection and Refinement With Deep Image Gradients
  2. CVPR 2023DeGPR: Deep Guided Posterior Regularization for Multi-Class Cell Detection and Counting
  3. CVPR 2023Delivering Arbitrary-Modal Semantic Segmentation
  4. CVPR 2023Detecting and Grounding Multi-Modal Media Manipulation
  5. CVPR 2023Detection Hub: Unifying Object Detection Datasets via Query Adaptation on Language Embedding
  6. CVPR 2023Detection of Out-of-Distribution Samples Using Binary Neuron Activation Patterns
  7. CVPR 2023DF-Platter: Multi-Face Heterogeneous Deepfake Dataset
  8. CVPR 2023Differentiable Architecture Search With Random Features
  9. CVPR 2023DiffPose: Toward More Reliable 3D Pose Estimation
  10. CVPR 2023Diffusion Art or Digital Forgery? Investigating Data Replication in Diffusion Models
  11. CVPR 2023DiffusioNeRF: Regularizing Neural Radiance Fields With Denoising Diffusion Models
  12. CVPR 2023Directional Connectivity-Based Segmentation of Medical Images
  13. CVPR 2023DISC: Learning From Noisy Labels via Dynamic Instance-Specific Selection and Correction
  14. CVPR 2023Discriminative Co-Saliency and Background Mining Transformer for Co-Salient Object Detection
  15. CVPR 2023DistractFlow: Improving Optical Flow Estimation via Realistic Distractions and Pseudo-Labeling
  16. CVPR 2023DivClust: Controlling Diversity in Deep Clustering
  17. CVPR 2023Don't Lie to Me! Robust and Efficient Explainability With Verified Perturbation Analysis
  18. CVPR 2023DoNet: Deep De-Overlapping Network for Cytology Instance Segmentation
  19. CVPR 2023DR2: Diffusion-Based Robust Degradation Remover for Blind Face Restoration
  20. CVPR 2023DyLiN: Making Light Field Networks Dynamic
  21. CVPR 2023DynaFed: Tackling Client Data Heterogeneity With Global Dynamics
  22. CVPR 2023DynamicStereo: Consistent Dynamic Depth From Stereo Videos
  23. CVPR 2023ECON: Explicit Clothed Humans Optimized via Normal Integration
  24. CVPR 2023Effective Ambiguity Attack Against Passport-Based DNN Intellectual Property Protection Schemes Through Fully Connected Layer Substitution
  25. CVPR 2023Efficient Map Sparsification Based on 2D and 3D Discretized Grids
  26. CVPR 2023Ego-Body Pose Estimation via Ego-Head Pose Estimation
  27. CVPR 2023Egocentric Auditory Attention Localization in Conversations
  28. CVPR 2023EMT-NAS:Transferring Architectural Knowledge Between Tasks From Different Datasets
  29. CVPR 2023Equiangular Basis Vectors
  30. CVPR 2023Evading DeepFake Detectors via Adversarial Statistical Consistency
  31. CVPR 2023Event-Based Blurry Frame Interpolation Under Blind Exposure
  32. CVPR 2023Event-Based Frame Interpolation With Ad-Hoc Deblurring
  33. CVPR 2023Event-Based Shape From Polarization
  34. CVPR 2023Event-Guided Person Re-Identification via Sparse-Dense Complementary Learning
  35. CVPR 2023EXCALIBUR: Encouraging and Evaluating Embodied Exploration
  36. CVPR 2023Exploring and Utilizing Pattern Imbalance
  37. CVPR 2023Exploring the Relationship Between Architectural Design and Adversarially Robust Generalization
  38. CVPR 2023Extracting Class Activation Maps From Non-Discriminative Features As Well
  39. CVPR 2023F2-NeRF: Fast Neural Radiance Field Training With Free Camera Trajectories
  40. CVPR 2023FaceLit: Neural 3D Relightable Faces
  41. CVPR 2023Fair Scratch Tickets: Finding Fair Sparse Networks Without Weight Training
  42. CVPR 2023Fantastic Breaks: A Dataset of Paired 3D Scans of Real-World Broken Objects and Their Complete Counterparts
  43. CVPR 2023FashionSAP: Symbols and Attributes Prompt for Fine-Grained Fashion Vision-Language Pre-Training
  44. CVPR 2023FFCV: Accelerating Training by Removing Data Bottlenecks
  45. CVPR 2023FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction
  46. CVPR 2023FLAG3D: A 3D Fitness Activity Dataset With Language Instruction
  47. CVPR 2023Flexible-Cm GAN: Towards Precise 3D Dose Prediction in Radiotherapy
  48. CVPR 2023FlexNeRF: Photorealistic Free-Viewpoint Rendering of Moving Humans From Sparse Views
  49. CVPR 2023Frame Flexible Network
  50. CVPR 2023Frame Interpolation Transformer and Uncertainty Guidance

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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