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 1,346 篇，第 6 / 27 页

  1. CVPR 2024OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning
  2. CVPR 2024OrthCaps: An Orthogonal CapsNet with Sparse Attention Routing and Pruning
  3. CVPR 2024PairDETR : Joint Detection and Association of Human Bodies and Faces
  4. CVPR 2024PaReNeRF: Toward Fast Large-scale Dynamic NeRF with Patch-based Reference
  5. CVPR 2024Part-aware Unified Representation of Language and Skeleton for Zero-shot Action Recognition
  6. CVPR 2024Partial-to-Partial Shape Matching with Geometric Consistency
  7. CVPR 2024PBWR: Parametric-Building-Wireframe Reconstruction from Aerial LiDAR Point Clouds
  8. CVPR 2024PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor
  9. CVPR 2024Photo-SLAM: Real-time Simultaneous Localization and Photorealistic Mapping for Monocular Stereo and RGB-D Cameras
  10. CVPR 2024Pixel-level Semantic Correspondence through Layout-aware Representation Learning and Multi-scale Matching Integration
  11. CVPR 2024PLGSLAM: Progressive Neural Scene Represenation with Local to Global Bundle Adjustment
  12. CVPR 2024Plug and Play Active Learning for Object Detection
  13. CVPR 2024Plug-and-Play Diffusion Distillation
  14. CVPR 2024Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds
  15. CVPR 2024Pose Adapted Shape Learning for Large-Pose Face Reenactment
  16. CVPR 2024PredToken: Predicting Unknown Tokens and Beyond with Coarse-to-Fine Iterative Decoding
  17. CVPR 2024Previously on ... From Recaps to Story Summarization
  18. CVPR 2024Probabilistic Speech-Driven 3D Facial Motion Synthesis: New Benchmarks Methods and Applications
  19. CVPR 2024Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion
  20. CVPR 2024Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
  21. CVPR 2024Progressive Divide-and-Conquer via Subsampling Decomposition for Accelerated MRI
  22. CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
  23. CVPR 2024R-Cyclic Diffuser: Reductive and Cyclic Latent Diffusion for 3D Clothed Human Digitalization
  24. CVPR 2024RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based Losses
  25. CVPR 2024RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models
  26. CVPR 2024RCooper: A Real-world Large-scale Dataset for Roadside Cooperative Perception
  27. CVPR 2024Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection
  28. CVPR 2024Real-World Mobile Image Denoising Dataset with Efficient Baselines
  29. CVPR 2024ReconFusion: 3D Reconstruction with Diffusion Priors
  30. CVPR 2024Reconstructing Hands in 3D with Transformers
  31. CVPR 2024Relation Rectification in Diffusion Model
  32. CVPR 2024RELI11D: A Comprehensive Multimodal Human Motion Dataset and Method
  33. CVPR 2024Relightful Harmonization: Lighting-aware Portrait Background Replacement
  34. CVPR 2024RepAn: Enhanced Annealing through Re-parameterization
  35. CVPR 2024RepKPU: Point Cloud Upsampling with Kernel Point Representation and Deformation
  36. CVPR 2024Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning
  37. CVPR 2024Revisiting Adversarial Training at Scale
  38. CVPR 2024Revisiting Adversarial Training Under Long-Tailed Distributions
  39. CVPR 2024Revisiting Single Image Reflection Removal In the Wild
  40. CVPR 2024RNb-NeuS: Reflectance and Normal-based Multi-View 3D Reconstruction
  41. CVPR 2024Robust Depth Enhancement via Polarization Prompt Fusion Tuning
  42. CVPR 2024Robust Noisy Correspondence Learning with Equivariant Similarity Consistency
  43. CVPR 2024RobustSAM: Segment Anything Robustly on Degraded Images
  44. CVPR 2024Rolling Shutter Correction with Intermediate Distortion Flow Estimation
  45. CVPR 2024SAFDNet: A Simple and Effective Network for Fully Sparse 3D Object Detection
  46. CVPR 2024Scalable 3D Registration via Truncated Entry-wise Absolute Residuals
  47. CVPR 2024Scaled Decoupled Distillation
  48. CVPR 2024ScanFormer: Referring Expression Comprehension by Iteratively Scanning
  49. CVPR 2024SceneFun3D: Fine-Grained Functionality and Affordance Understanding in 3D Scenes
  50. CVPR 2024SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes

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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