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 364 篇，第 7 / 8 页

  1. CVPR 2024SD4Match: Learning to Prompt Stable Diffusion Model for Semantic Matching
  2. CVPR 2024See Say and Segment: Teaching LMMs to Overcome False Premises
  3. CVPR 2024SEED-Bench: Benchmarking Multimodal Large Language Models
  4. CVPR 2024Seeing Motion at Nighttime with an Event Camera
  5. CVPR 2024Segment and Caption Anything
  6. CVPR 2024Segment Every Out-of-Distribution Object
  7. CVPR 2024Selective Interpretable and Motion Consistent Privacy Attribute Obfuscation for Action Recognition
  8. CVPR 2024Semantic Line Combination Detector
  9. CVPR 2024SeMoLi: What Moves Together Belongs Together
  10. CVPR 2024Sieve: Multimodal Dataset Pruning using Image Captioning Models
  11. CVPR 2024SIRA: Scalable Inter-frame Relation and Association for Radar Perception
  12. CVPR 2024SleepVST: Sleep Staging from Near-Infrared Video Signals using Pre-Trained Transformers
  13. CVPR 2024Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning
  14. CVPR 2024SpatialTracker: Tracking Any 2D Pixels in 3D Space
  15. CVPR 2024Spatio-Temporal Turbulence Mitigation: A Translational Perspective
  16. CVPR 2024Spectral and Polarization Vision: Spectro-polarimetric Real-world Dataset
  17. CVPR 2024Spectral Meets Spatial: Harmonising 3D Shape Matching and Interpolation
  18. CVPR 2024SportsHHI: A Dataset for Human-Human Interaction Detection in Sports Videos
  19. CVPR 2024SportsSloMo: A New Benchmark and Baselines for Human-centric Video Frame Interpolation
  20. CVPR 2024Steerers: A Framework for Rotation Equivariant Keypoint Descriptors
  21. CVPR 2024Steganographic Passport: An Owner and User Verifiable Credential for Deep Model IP Protection Without Retraining
  22. CVPR 2024Structured Gradient-based Interpretations via Norm-Regularized Adversarial Training
  23. CVPR 2024Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning
  24. CVPR 2024SubT-MRS Dataset: Pushing SLAM Towards All-weather Environments
  25. CVPR 2024SURE: SUrvey REcipes for building reliable and robust deep networks
  26. CVPR 2024SynSP: Synergy of Smoothness and Precision in Pose Sequences Refinement
  27. CVPR 2024Systematic Comparison of Semi-supervised and Self-supervised Learning for Medical Image Classification
  28. CVPR 2024T4P: Test-Time Training of Trajectory Prediction via Masked Autoencoder and Actor-specific Token Memory
  29. CVPR 2024Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence
  30. CVPR 2024The Mirrored Influence Hypothesis: Efficient Data Influence Estimation by Harnessing Forward Passes
  31. CVPR 2024The STVchrono Dataset: Towards Continuous Change Recognition in Time
  32. CVPR 2024Theoretically Achieving Continuous Representation of Oriented Bounding Boxes
  33. CVPR 2024ToonerGAN: Reinforcing GANs for Obfuscating Automated Facial Indexing
  34. CVPR 2024Towards a Perceptual Evaluation Framework for Lighting Estimation
  35. CVPR 2024Towards Automatic Power Battery Detection: New Challenge Benchmark Dataset and Baseline
  36. CVPR 2024Towards Co-Evaluation of Cameras HDR and Algorithms for Industrial-Grade 6DoF Pose Estimation
  37. CVPR 2024Towards Generalizing to Unseen Domains with Few Labels
  38. CVPR 2024Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training
  39. CVPR 2024Towards Modern Image Manipulation Localization: A Large-Scale Dataset and Novel Methods
  40. CVPR 2024Towards Real-World HDR Video Reconstruction: A Large-Scale Benchmark Dataset and A Two-Stage Alignment Network
  41. CVPR 2024Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach
  42. CVPR 2024Towards Surveillance Video-and-Language Understanding: New Dataset Baselines and Challenges
  43. CVPR 2024Traffic Scene Parsing through the TSP6K Dataset
  44. CVPR 2024Transductive Zero-Shot and Few-Shot CLIP
  45. CVPR 2024TransLoc4D: Transformer-based 4D Radar Place Recognition
  46. CVPR 2024TRINS: Towards Multimodal Language Models that Can Read
  47. CVPR 2024TUMTraf V2X Cooperative Perception Dataset
  48. CVPR 2024UDiFF: Generating Conditional Unsigned Distance Fields with Optimal Wavelet Diffusion
  49. CVPR 2024Uncertainty Visualization via Low-Dimensional Posterior Projections
  50. CVPR 2024Unexplored Faces of Robustness and Out-of-Distribution: Covariate Shifts in Environment and Sensor Domains

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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