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 5 / 8 页

  1. CVPR 2024Matching Anything by Segmenting Anything
  2. CVPR 2024MatSynth: A Modern PBR Materials Dataset
  3. CVPR 2024MCD: Diverse Large-Scale Multi-Campus Dataset for Robot Perception
  4. CVPR 2024MCNet: Rethinking the Core Ingredients for Accurate and Efficient Homography Estimation
  5. CVPR 2024MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models
  6. CVPR 2024MemFlow: Optical Flow Estimation and Prediction with Memory
  7. CVPR 2024Meta-Point Learning and Refining for Category-Agnostic Pose Estimation
  8. CVPR 2024MimicDiffusion: Purifying Adversarial Perturbation via Mimicking Clean Diffusion Model
  9. CVPR 2024Mip-Splatting: Alias-free 3D Gaussian Splatting
  10. CVPR 2024Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning
  11. CVPR 2024MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
  12. CVPR 2024MMSum: A Dataset for Multimodal Summarization and Thumbnail Generation of Videos
  13. CVPR 2024MMVP: A Multimodal MoCap Dataset with Vision and Pressure Sensors
  14. CVPR 2024MobileCLIP: Fast Image-Text Models through Multi-Modal Reinforced Training
  15. CVPR 2024Modeling Multimodal Social Interactions: New Challenges and Baselines with Densely Aligned Representations
  16. CVPR 2024MonoDiff: Monocular 3D Object Detection and Pose Estimation with Diffusion Models
  17. CVPR 2024MoST: Motion Style Transformer Between Diverse Action Contents
  18. CVPR 2024Motion Diversification Networks
  19. CVPR 2024MRC-Net: 6-DoF Pose Estimation with MultiScale Residual Correlation
  20. CVPR 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints
  21. CVPR 2024MSU-4S - The Michigan State University Four Seasons Dataset
  22. CVPR 2024Mudslide: A Universal Nuclear Instance Segmentation Method
  23. CVPR 2024MULAN: A Multi Layer Annotated Dataset for Controllable Text-to-Image Generation
  24. CVPR 2024Multiagent Multitraversal Multimodal Self-Driving: Open MARS Dataset
  25. CVPR 2024Multiway Point Cloud Mosaicking with Diffusion and Global Optimization
  26. CVPR 2024MVHumanNet: A Large-scale Dataset of Multi-view Daily Dressing Human Captures
  27. CVPR 2024Narrative Action Evaluation with Prompt-Guided Multimodal Interaction
  28. CVPR 2024Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse
  29. CVPR 2024NC-SDF: Enhancing Indoor Scene Reconstruction Using Neural SDFs with View-Dependent Normal Compensation
  30. CVPR 2024NEAT: Distilling 3D Wireframes from Neural Attraction Fields
  31. CVPR 2024NeRF Director: Revisiting View Selection in Neural Volume Rendering
  32. CVPR 2024NeRFDeformer: NeRF Transformation from a Single View via 3D Scene Flows
  33. CVPR 2024NeRSP: Neural 3D Reconstruction for Reflective Objects with Sparse Polarized Images
  34. CVPR 2024NetTrack: Tracking Highly Dynamic Objects with a Net
  35. CVPR 2024Neural Underwater Scene Representation
  36. CVPR 2024No More Ambiguity in 360deg Room Layout via Bi-Layout Estimation
  37. CVPR 2024Noisy One-point Homographies are Surprisingly Good
  38. CVPR 2024Not All Classes Stand on Same Embeddings: Calibrating a Semantic Distance with Metric Tensor
  39. CVPR 2024NTO3D: Neural Target Object 3D Reconstruction with Segment Anything
  40. CVPR 2024NViST: In the Wild New View Synthesis from a Single Image with Transformers
  41. CVPR 2024OAKINK2: A Dataset of Bimanual Hands-Object Manipulation in Complex Task Completion
  42. CVPR 2024OCAI: Improving Optical Flow Estimation by Occlusion and Consistency Aware Interpolation
  43. CVPR 2024ODIN: A Single Model for 2D and 3D Segmentation
  44. CVPR 2024OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
  45. CVPR 2024OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning
  46. CVPR 2024On the Diversity and Realism of Distilled Dataset: An Efficient Dataset Distillation Paradigm
  47. CVPR 2024One-Class Face Anti-spoofing via Spoof Cue Map-Guided Feature Learning
  48. CVPR 2024One-Prompt to Segment All Medical Images
  49. CVPR 2024OneLLM: One Framework to Align All Modalities with Language
  50. CVPR 2024OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation

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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