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 1,582 篇，第 6 / 32 页

  1. CVPR 2025SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground Networks
  2. CVPR 2025Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding
  3. CVPR 2025Segment Anything, Even Occluded
  4. CVPR 2025Segmenting Maxillofacial Structures in CBCT Volumes
  5. CVPR 2025Self-Supervised Spatial Correspondence Across Modalities
  6. CVPR 2025SelfSplat: Pose-Free and 3D Prior-Free Generalizable 3D Gaussian Splatting
  7. CVPR 2025Semantic and Expressive Variations in Image Captions Across Languages
  8. CVPR 2025SemiETS: Integrating Spatial and Content Consistencies for Semi-Supervised End-to-end Text Spotting
  9. CVPR 2025Separation of Powers: On Segregating Knowledge from Observation in LLM-enabled Knowledge-based Visual Question Answering
  10. CVPR 2025Seurat: From Moving Points to Depth
  11. CVPR 2025Shape and Texture: What Influences Reliable Optical Flow Estimation?
  12. CVPR 2025Show and Segment: Universal Medical Image Segmentation via In-Context Learning
  13. CVPR 2025ShowMak3r: Compositional TV Show Reconstruction
  14. CVPR 2025SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object Detection
  15. CVPR 2025Sketchtopia: A Dataset and Foundational Agents for Benchmarking Asynchronous Multimodal Communication with Iconic Feedback
  16. CVPR 2025SkillMimic: Learning Basketball Interaction Skills from Demonstrations
  17. CVPR 2025SmartEraser: Remove Anything from Images using Masked-Region Guidance
  18. CVPR 2025SMILE: Infusing Spatial and Motion Semantics in Masked Video Learning
  19. CVPR 2025SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Models
  20. CVPR 2025SPARS3R: Semantic Prior Alignment and Regularization for Sparse 3D Reconstruction
  21. CVPR 2025Sparse Point Cloud Patches Rendering via Splitting 2D Gaussians
  22. CVPR 2025Speedy-Splat: Fast 3D Gaussian Splatting with Sparse Pixels and Sparse Primitives
  23. CVPR 2025Spiking Transformer with Spatial-Temporal Attention
  24. CVPR 2025Spotting the Unexpected (STU): A 3D LiDAR Dataset for Anomaly Segmentation in Autonomous Driving
  25. CVPR 2025Stabilizing and Accelerating Autofocus with Expert Trajectory Regularized Deep Reinforcement Learning
  26. CVPR 2025StarVector: Generating Scalable Vector Graphics Code from Images and Text
  27. CVPR 2025Stereo Anywhere: Robust Zero-Shot Deep Stereo Matching Even Where Either Stereo or Mono Fail
  28. CVPR 2025Stochastic Human Motion Prediction with Memory of Action Transition and Action Characteristic
  29. CVPR 2025STPro: Spatial and Temporal Progressive Learning for Weakly Supervised Spatio-Temporal Grounding
  30. CVPR 2025SUM Parts: Benchmarking Part-Level Semantic Segmentation of Urban Meshes
  31. CVPR 2025Synthetic-to-Real Self-supervised Robust Depth Estimation via Learning with Motion and Structure Priors
  32. CVPR 2025T-FAKE: Synthesizing Thermal Images for Facial Landmarking
  33. CVPR 2025TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions
  34. CVPR 2025Taste More, Taste Better: Diverse Data and Strong Model Boost Semi-Supervised Crowd Counting
  35. CVPR 2025Teaching Large Language Models to Regress Accurate Image Quality Scores Using Score Distribution
  36. CVPR 2025The Art of Deception: Color Visual Illusions and Diffusion Models
  37. CVPR 2025The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition
  38. CVPR 2025The Photographer's Eye: Teaching Multimodal Large Language Models to See, and Critique Like Photographers
  39. CVPR 2025Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems
  40. CVPR 2025Three-view Focal Length Recovery From Homographies
  41. CVPR 2025Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption
  42. CVPR 2025Towards Effective and Sparse Adversarial Attack on Spiking Neural Networks via Breaking Invisible Surrogate Gradients
  43. CVPR 2025Towards Explainable and Unprecedented Accuracy in Matching Challenging Finger Crease Patterns
  44. CVPR 2025Towards Generalizable Scene Change Detection
  45. CVPR 2025Towards Generalizable Trajectory Prediction using Dual-Level Representation Learning and Adaptive Prompting
  46. CVPR 2025Towards High-fidelity 3D Talking Avatar with Personalized Dynamic Texture
  47. CVPR 2025Towards Long-Horizon Vision-Language Navigation: Platform, Benchmark and Method
  48. CVPR 2025Towards Natural Language-Based Document Image Retrieval: New Dataset and Benchmark
  49. CVPR 2025Towards Satellite Image Road Graph Extraction: A Global-Scale Dataset and A Novel Method
  50. CVPR 2025Towards Source-Free Machine Unlearning

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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