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 5,852 篇，第 75 / 118 页

  1. CVPR 2024Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching
  2. CVPR 2024GigaPose: Fast and Robust Novel Object Pose Estimation via One Correspondence
  3. CVPR 2024GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes
  4. CVPR 2024GLaMM: Pixel Grounding Large Multimodal Model
  5. CVPR 2024Global and Hierarchical Geometry Consistency Priors for Few-shot NeRFs in Indoor Scenes
  6. CVPR 2024Global and Local Prompts Cooperation via Optimal Transport for Federated Learning
  7. CVPR 2024Global Latent Neural Rendering
  8. CVPR 2024GraCo: Granularity-Controllable Interactive Segmentation
  9. CVPR 2024Gradient Reweighting: Towards Imbalanced Class-Incremental Learning
  10. CVPR 2024GROUNDHOG: Grounding Large Language Models to Holistic Segmentation
  11. CVPR 2024Habitat Synthetic Scenes Dataset (HSSD-200): An Analysis of 3D Scene Scale and Realism Tradeoffs for ObjectGoal Navigation
  12. CVPR 2024HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models
  13. CVPR 2024HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions
  14. CVPR 2024HardMo: A Large-Scale Hardcase Dataset for Motion Capture
  15. CVPR 2024HashPoint: Accelerated Point Searching and Sampling for Neural Rendering
  16. CVPR 2024Hierarchical Correlation Clustering and Tree Preserving Embedding
  17. CVPR 2024Hierarchical Histogram Threshold Segmentation - Auto-terminating High-detail Oversegmentation
  18. CVPR 2024HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment
  19. CVPR 2024HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields
  20. CVPR 2024HOIST-Former: Hand-held Objects Identification Segmentation and Tracking in the Wild
  21. CVPR 2024HoloVIC: Large-scale Dataset and Benchmark for Multi-Sensor Holographic Intersection and Vehicle-Infrastructure Cooperative
  22. CVPR 2024HouseCat6D - A Large-Scale Multi-Modal Category Level 6D Object Perception Dataset with Household Objects in Realistic Scenarios
  23. CVPR 2024How Far Can We Compress Instant-NGP-Based NeRF?
  24. CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
  25. CVPR 2024iKUN: Speak to Trackers without Retraining
  26. CVPR 2024Implicit Event-RGBD Neural SLAM
  27. CVPR 2024Improving Generalization via Meta-Learning on Hard Samples
  28. CVPR 2024Improving Semantic Correspondence with Viewpoint-Guided Spherical Maps
  29. CVPR 2024InceptionNeXt: When Inception Meets ConvNeXt
  30. CVPR 2024Incremental Nuclei Segmentation from Histopathological Images via Future-class Awareness and Compatibility-inspired Distillation
  31. CVPR 2024Insect-Foundation: A Foundation Model and Large-scale 1M Dataset for Visual Insect Understanding
  32. CVPR 2024Insights from the Use of Previously Unseen Neural Architecture Search Datasets
  33. CVPR 2024Instance Tracking in 3D Scenes from Egocentric Videos
  34. CVPR 2024Integrating Efficient Optimal Transport and Functional Maps For Unsupervised Shape Correspondence Learning
  35. CVPR 2024Intensity-Robust Autofocus for Spike Camera
  36. CVPR 2024Interactive Continual Learning: Fast and Slow Thinking
  37. CVPR 2024Interpretable Measures of Conceptual Similarity by Complexity-Constrained Descriptive Auto-Encoding
  38. CVPR 2024Inverse Rendering of Glossy Objects via the Neural Plenoptic Function and Radiance Fields
  39. CVPR 2024Investigating and Mitigating the Side Effects of Noisy Views for Self-Supervised Clustering Algorithms in Practical Multi-View Scenarios
  40. CVPR 2024IReNe: Instant Recoloring of Neural Radiance Fields
  41. CVPR 2024JRDB-PanoTrack: An Open-world Panoptic Segmentation and Tracking Robotic Dataset in Crowded Human Environments
  42. CVPR 2024JRDB-Social: A Multifaceted Robotic Dataset for Understanding of Context and Dynamics of Human Interactions Within Social Groups
  43. CVPR 2024KITRO: Refining Human Mesh by 2D Clues and Kinematic-tree Rotation
  44. CVPR 2024KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation
  45. CVPR 2024LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection
  46. CVPR 2024LaMPilot: An Open Benchmark Dataset for Autonomous Driving with Language Model Programs
  47. CVPR 2024Language-conditioned Detection Transformer
  48. CVPR 2024LASA: Instance Reconstruction from Real Scans using A Large-scale Aligned Shape Annotation Dataset
  49. CVPR 2024Learning the 3D Fauna of the Web
  50. CVPR 2024Learning to Count without Annotations

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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