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 18 / 31 页

  1. CVPR 2024CPR-Coach: Recognizing Composite Error Actions based on Single-class Training
  2. CVPR 2024Cross-spectral Gated-RGB Stereo Depth Estimation
  3. CVPR 2024CURSOR: Scalable Mixed-Order Hypergraph Matching with CUR Decomposition
  4. CVPR 2024CurveCloudNet: Processing Point Clouds with 1D Structure
  5. CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
  6. CVPR 2024DanceCamera3D: 3D Camera Movement Synthesis with Music and Dance
  7. CVPR 2024Data Poisoning based Backdoor Attacks to Contrastive Learning
  8. CVPR 2024Data Valuation and Detections in Federated Learning
  9. CVPR 2024Data-Free Quantization via Pseudo-label Filtering
  10. CVPR 2024Deciphering 'What' and 'Where' Visual Pathways from Spectral Clustering of Layer-Distributed Neural Representations
  11. CVPR 2024DeCoTR: Enhancing Depth Completion with 2D and 3D Attentions
  12. CVPR 2024DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning
  13. CVPR 2024DeiT-LT: Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets
  14. CVPR 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data
  15. CVPR 2024Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning
  16. CVPR 2024Detector-Free Structure from Motion
  17. CVPR 2024Dexterous Grasp Transformer
  18. CVPR 2024DGC-GNN: Leveraging Geometry and Color Cues for Visual Descriptor-Free 2D-3D Matching
  19. CVPR 2024Differentiable Display Photometric Stereo
  20. CVPR 2024DifFlow3D: Toward Robust Uncertainty-Aware Scene Flow Estimation with Iterative Diffusion-Based Refinement
  21. CVPR 2024Diffusion Models Without Attention
  22. CVPR 2024Diffusion Reflectance Map: Single-Image Stochastic Inverse Rendering of Illumination and Reflectance
  23. CVPR 2024DiffusionLight: Light Probes for Free by Painting a Chrome Ball
  24. CVPR 2024DiLiGenRT: A Photometric Stereo Dataset with Quantified Roughness and Translucency
  25. CVPR 2024DIMAT: Decentralized Iterative Merging-And-Training for Deep Learning Models
  26. CVPR 2024DiSR-NeRF: Diffusion-Guided View-Consistent Super-Resolution NeRF
  27. CVPR 2024Distilled Datamodel with Reverse Gradient Matching
  28. CVPR 2024DITTO: Dual and Integrated Latent Topologies for Implicit 3D Reconstruction
  29. CVPR 2024DiVa-360: The Dynamic Visual Dataset for Immersive Neural Fields
  30. CVPR 2024DL3DV-10K: A Large-Scale Scene Dataset for Deep Learning-based 3D Vision
  31. CVPR 2024Do Vision and Language Encoders Represent the World Similarly?
  32. CVPR 2024Domain Gap Embeddings for Generative Dataset Augmentation
  33. CVPR 2024Doodle Your 3D: From Abstract Freehand Sketches to Precise 3D Shapes
  34. CVPR 2024DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided Transformer
  35. CVPR 2024DynVideo-E: Harnessing Dynamic NeRF for Large-Scale Motion- and View-Change Human-Centric Video Editing
  36. CVPR 2024E-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator
  37. CVPR 2024EarthLoc: Astronaut Photography Localization by Indexing Earth from Space
  38. CVPR 2024ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation
  39. CVPR 2024Efficient Dataset Distillation via Minimax Diffusion
  40. CVPR 2024Efficient Meshflow and Optical Flow Estimation from Event Cameras
  41. CVPR 2024Efficient Scene Recovery Using Luminous Flux Prior
  42. CVPR 2024Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization
  43. CVPR 2024EFHQ: Multi-purpose ExtremePose-Face-HQ dataset
  44. CVPR 2024Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives
  45. CVPR 2024Egocentric Whole-Body Motion Capture with FisheyeViT and Diffusion-Based Motion Refinement
  46. CVPR 2024EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real World
  47. CVPR 2024Elite360D: Towards Efficient 360 Depth Estimation via Semantic- and Distance-Aware Bi-Projection Fusion
  48. CVPR 2024Enhancing Multimodal Cooperation via Sample-level Modality Valuation
  49. CVPR 2024Entity-NeRF: Detecting and Removing Moving Entities in Urban Scenes
  50. CVPR 2024eTraM: Event-based Traffic Monitoring Dataset

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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