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 1,987 篇，第 7 / 40 页

  1. CVPR 2026PosterOmni Generalized Artistic Poster Creation via Task Distillation and Unified
  2. CVPR 2026PPISP Physically-Plausible Compensation and Control of Photometric Variations in Radiance
  3. CVPR 2026Prime Once then Reprogram Locally An Efficient Alternative to Black-Box
  4. CVPR 2026PRISM Video Dataset Condensation with Progressive Refinement and Insertion for
  5. CVPR 2026PromptDepth Efficient and Promptable Geometric 3D Vision Model for Embodied
  6. CVPR 2026PromptStereo Zero-Shot Stereo Matching via Structure and Motion Prompts
  7. CVPR 2026ProOOD Prototype-Guided Out-of-Distribution 3D Occupancy Prediction
  8. CVPR 2026Proxy-GS Unified Occlusion Priors for Training and Inference in Structured
  9. CVPR 2026Prune2Drive A Plug-and-Play Framework for Accelerating Vision-Language Models in Autonomous
  10. CVPR 2026PTC-Depth Pose-Refined Monocular Depth Estimation with Temporal Consistency
  11. CVPR 2026QuadSync Quadrifocal Tensor Synchronization via Tucker Decomposition
  12. CVPR 2026RaUF Learning the Spatial Uncertainty Field of Radar
  13. CVPR 2026RawMetaDiff Unlocking Extreme Darkness from Dual-Exposure RAW with Meta-Guided Diffusion
  14. CVPR 2026RDFace A Benchmark Dataset for Rare Disease Facial Image Analysis
  15. CVPR 2026Re-evaluating Continual VQA Toward Fair and Robust Evaluation for Multimodal
  16. CVPR 2026Real-Time Dynamic Scene Rendering with Controlled Compressibility and Contact Awareness
  17. CVPR 2026Real-World Point Tracking with Verifier-Guided Pseudo-Labeling
  18. CVPR 2026Real2Edit2Real Generating Robotic Demonstrations via a 3D Control Interface
  19. CVPR 2026RealAppiance Let High-fidelity Appliance Assets Controllable and Workable as Aligned
  20. CVPR 2026RealBirdID Benchmarking Bird Species Identification in the Era of MLLMs
  21. CVPR 2026Reallocating Attention Across Layers to Reduce Multimodal Hallucination
  22. CVPR 2026RealUnify Do Unified Models Truly Benefit from Unification A Comprehensive
  23. CVPR 2026ReBaPL Repulsive Bayesian Prompt Learning
  24. CVPR 2026Reconstructing Spiking Neural Networks Using a Single Neuron with Autapses
  25. CVPR 2026ReFAct Empowering Multimodal Web Agents with Visual and Context Focusing
  26. CVPR 2026Reframing Long-Tailed Learning via Loss Landscape Geometry
  27. CVPR 2026RefTon Reference person shot assist virtual Try-on
  28. CVPR 2026Region-Wise Correspondence Prediction between Manga Line Art Images
  29. CVPR 2026REL-SF4PASS Panoramic Semantic Segmentation with REL Depth Representation and Spherical
  30. CVPR 2026Relightable Holoported Characters Capturing and Relighting Dynamic Human Performance from
  31. CVPR 2026RelightAnyone A Generalized Relightable 3D Gaussian Head Model
  32. CVPR 2026Representing 3D Faces with Learnable B-Spline Volumes
  33. CVPR 2026ReScene4D Temporally Consistent Semantic Instance Segmentation of Evolving Indoor 3D
  34. CVPR 2026Residual Primitive Fitting of 3D Shapes with SuperFrusta
  35. CVPR 2026Rethinking Camera Choice An Empirical Study on Fisheye Camera Properties
  36. CVPR 2026Rethinking Dataset Distillation Hard Truths about Soft Labels
  37. CVPR 2026Rethinking SNN Online Training and Deployment Gradient-Coherent Learning via Hybrid-Driven
  38. CVPR 2026Revisiting Learning with Noisy Labels Active Forgetting and Noise Suppression
  39. CVPR 2026RGB-Event based Pedestrian Attribute Recognition A Benchmark Dataset and An
  40. CVPR 2026RMAE-ProGRess Advancing Semantic Segmentation in Unstructured Environments
  41. CVPR 2026RMIR A Benchmark Dataset for Reasoning-Intensive Multimodal Image Retrieval
  42. CVPR 2026RoadGIE Towards A Global-Scale Aerial Benchmark for Generalizable Interactive Road
  43. CVPR 2026Robo-SGG Exploiting Layout-Oriented Normalization and Restitution Can Improve Robust Scene
  44. CVPR 2026RobotSeg A Model and Dataset for Segmenting Robots in Image
  45. CVPR 2026RoMo A Large-Scale Richly Organized Dataset and Semantic Taxonomy for
  46. CVPR 2026ROSE Rotate Your Large Language Model to See
  47. CVPR 2026Rotation Invariant and Symmetry Aware Pixel Difference Network for Remote
  48. CVPR 2026Rounded or Streamlined Head Bridging Concept Bottleneck Models and Attribute-Described
  49. CVPR 2026SAIDO Generalizable Detection of AI-Generated Images via Scene-Aware and Importance-Guided
  50. CVPR 2026SALMUBench A Benchmark for Sensitive Association-Level Multimodal 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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