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 102 / 118 页

  1. CVPR 2023Frame-Event Alignment and Fusion Network for High Frame Rate Tracking
  2. CVPR 2023From Node Interaction To Hop Interaction: New Effective and Scalable Graph Learning Paradigm
  3. CVPR 2023GarmentTracking: Category-Level Garment Pose Tracking
  4. CVPR 2023Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement
  5. CVPR 2023Gated Stereo: Joint Depth Estimation From Gated and Wide-Baseline Active Stereo Cues
  6. CVPR 2023Generalized Decoding for Pixel, Image, and Language
  7. CVPR 2023Generalizing Dataset Distillation via Deep Generative Prior
  8. CVPR 2023Genie: Show Me the Data for Quantization
  9. CVPR 2023GFIE: A Dataset and Baseline for Gaze-Following From 2D to 3D in Indoor Environments
  10. CVPR 2023GINA-3D: Learning To Generate Implicit Neural Assets in the Wild
  11. CVPR 2023GLeaD: Improving GANs With a Generator-Leading Task
  12. CVPR 2023Global and Local Mixture Consistency Cumulative Learning for Long-Tailed Visual Recognitions
  13. CVPR 2023Grad-PU: Arbitrary-Scale Point Cloud Upsampling via Gradient Descent With Learned Distance Functions
  14. CVPR 2023GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency
  15. CVPR 2023Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves Generalization
  16. CVPR 2023GRES: Generalized Referring Expression Segmentation
  17. CVPR 2023Habitat-Matterport 3D Semantics Dataset
  18. CVPR 2023Ham2Pose: Animating Sign Language Notation Into Pose Sequences
  19. CVPR 2023HandNeRF: Neural Radiance Fields for Animatable Interacting Hands
  20. CVPR 2023HandsOff: Labeled Dataset Generation With No Additional Human Annotations
  21. CVPR 2023Handy: Towards a High Fidelity 3D Hand Shape and Appearance Model
  22. CVPR 2023HDR Imaging With Spatially Varying Signal-to-Noise Ratios
  23. CVPR 2023Heterogeneous Continual Learning
  24. CVPR 2023HGNet: Learning Hierarchical Geometry From Points, Edges, and Surfaces
  25. CVPR 2023HIER: Metric Learning Beyond Class Labels via Hierarchical Regularization
  26. CVPR 2023Hierarchical Fine-Grained Image Forgery Detection and Localization
  27. CVPR 2023Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition From Egocentric RGB Videos
  28. CVPR 2023HOLODIFFUSION: Training a 3D Diffusion Model Using 2D Images
  29. CVPR 2023How To Prevent the Continuous Damage of Noises To Model Training?
  30. CVPR 2023How You Feelin'? Learning Emotions and Mental States in Movie Scenes
  31. CVPR 2023Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-Shot Learning With Hyperspherical Embeddings
  32. CVPR 2023Human Body Shape Completion With Implicit Shape and Flow Learning
  33. CVPR 2023Human-Art: A Versatile Human-Centric Dataset Bridging Natural and Artificial Scenes
  34. CVPR 2023HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation
  35. CVPR 2023IMP: Iterative Matching and Pose Estimation With Adaptive Pooling
  36. CVPR 2023Improved Distribution Matching for Dataset Condensation
  37. CVPR 2023Improving Zero-Shot Generalization and Robustness of Multi-Modal Models
  38. CVPR 2023Indiscernible Object Counting in Underwater Scenes
  39. CVPR 2023Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation
  40. CVPR 2023Integral Neural Networks
  41. CVPR 2023Inverse Rendering of Translucent Objects Using Physical and Neural Renderers
  42. CVPR 2023Invertible Neural Skinning
  43. CVPR 2023Inverting the Imaging Process by Learning an Implicit Camera Model
  44. CVPR 2023Jedi: Entropy-Based Localization and Removal of Adversarial Patches
  45. CVPR 2023Joint Appearance and Motion Learning for Efficient Rolling Shutter Correction
  46. CVPR 2023Joint HDR Denoising and Fusion: A Real-World Mobile HDR Image Dataset
  47. CVPR 2023JRDB-Pose: A Large-Scale Dataset for Multi-Person Pose Estimation and Tracking
  48. CVPR 2023L-CoIns: Language-Based Colorization With Instance Awareness
  49. CVPR 2023Label Information Bottleneck for Label Enhancement
  50. CVPR 2023Learning a 3D Morphable Face Reflectance Model From Low-Cost Data

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。

「效率与系统」下的其他主题