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 1,537 篇，第 19 / 31 页

  1. CVPR 2024Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods
  2. CVPR 2024EvDiG: Event-guided Direct and Global Components Separation
  3. CVPR 2024Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel Baseline
  4. CVPR 2024Event-based Structure-from-Orbit
  5. CVPR 2024Evidential Active Recognition: Intelligent and Prudent Open-World Embodied Perception
  6. CVPR 2024Exploiting Inter-sample and Inter-feature Relations in Dataset Distillation
  7. CVPR 2024Face2Diffusion for Fast and Editable Face Personalization
  8. CVPR 2024FADES: Fair Disentanglement with Sensitive Relevance
  9. CVPR 2024Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity
  10. CVPR 2024FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication
  11. CVPR 2024Fantastic Animals and Where to Find Them: Segment Any Marine Animal with Dual SAM
  12. CVPR 2024FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning
  13. CVPR 2024FedUV: Uniformity and Variance for Heterogeneous Federated Learning
  14. CVPR 2024FineSports: A Multi-person Hierarchical Sports Video Dataset for Fine-grained Action Understanding
  15. CVPR 2024FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures
  16. CVPR 2024Flexible Biometrics Recognition: Bridging the Multimodality Gap through Attention Alignment and Prompt Tuning
  17. CVPR 2024Flexible Depth Completion for Sparse and Varying Point Densities
  18. CVPR 2024FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning
  19. CVPR 2024FoundationPose: Unified 6D Pose Estimation and Tracking of Novel Objects
  20. CVPR 2024Fusing Personal and Environmental Cues for Identification and Segmentation of First-Person Camera Wearers in Third-Person Views
  21. CVPR 2024Generalizable Face Landmarking Guided by Conditional Face Warping
  22. CVPR 2024Generalized Event Cameras
  23. CVPR 2024Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching
  24. CVPR 2024GigaPose: Fast and Robust Novel Object Pose Estimation via One Correspondence
  25. CVPR 2024GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes
  26. CVPR 2024GLaMM: Pixel Grounding Large Multimodal Model
  27. CVPR 2024Global and Hierarchical Geometry Consistency Priors for Few-shot NeRFs in Indoor Scenes
  28. CVPR 2024Global and Local Prompts Cooperation via Optimal Transport for Federated Learning
  29. CVPR 2024Global Latent Neural Rendering
  30. CVPR 2024GraCo: Granularity-Controllable Interactive Segmentation
  31. CVPR 2024Gradient Reweighting: Towards Imbalanced Class-Incremental Learning
  32. CVPR 2024GROUNDHOG: Grounding Large Language Models to Holistic Segmentation
  33. CVPR 2024Habitat Synthetic Scenes Dataset (HSSD-200): An Analysis of 3D Scene Scale and Realism Tradeoffs for ObjectGoal Navigation
  34. CVPR 2024HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models
  35. CVPR 2024HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions
  36. CVPR 2024HardMo: A Large-Scale Hardcase Dataset for Motion Capture
  37. CVPR 2024HashPoint: Accelerated Point Searching and Sampling for Neural Rendering
  38. CVPR 2024Hierarchical Correlation Clustering and Tree Preserving Embedding
  39. CVPR 2024Hierarchical Histogram Threshold Segmentation - Auto-terminating High-detail Oversegmentation
  40. CVPR 2024HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment
  41. CVPR 2024HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields
  42. CVPR 2024HOIST-Former: Hand-held Objects Identification Segmentation and Tracking in the Wild
  43. CVPR 2024HoloVIC: Large-scale Dataset and Benchmark for Multi-Sensor Holographic Intersection and Vehicle-Infrastructure Cooperative
  44. CVPR 2024HouseCat6D - A Large-Scale Multi-Modal Category Level 6D Object Perception Dataset with Household Objects in Realistic Scenarios
  45. CVPR 2024How Far Can We Compress Instant-NGP-Based NeRF?
  46. CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
  47. CVPR 2024iKUN: Speak to Trackers without Retraining
  48. CVPR 2024Implicit Event-RGBD Neural SLAM
  49. CVPR 2024Improving Generalization via Meta-Learning on Hard Samples
  50. CVPR 2024Improving Semantic Correspondence with Viewpoint-Guided Spherical Maps

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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