人工评测论文趋势 2023–2026

主要结论

• 人工评测论文从 2023 年的 33 篇增长到 2026 年的 108 篇，三年间扩大到约 3.3 倍。
• NeurIPS 是发人工评测论文最多的会议，2023–2026 年共 90 篇，占四个会议总量的 33%。
• 交叉方向里涨得最快的是数据集与基准：同时属于两个主题的论文从 2023 年的 3 篇增至 2026 年的 31 篇。
• 在「评测与基准」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的大模型基准是 154 倍，人工评测是 3.3 倍。

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

• NeurIPS 2026Ad-Hoc Teamwork from Human Demonstrations
• ICML 2026SWE-IF: Aligning Code Evaluation with Human Preference
• ICLR 2026Human-LLM Collaborative Feature Engineering for Tabular Data
• CVPR 2026Bridging Human Evaluation to Infrared and Visible Image Fusion
• NeurIPS 2025Deep Edge Filter: Return of the Human-Crafted Layer in Deep Learning
• ICML 2025Position: When Incentives Backfire, Data Stops Being Human
• ICLR 2025Eliciting Human Preferences with Language Models
• CVPR 2025DynPose: Largely Improving the Efficiency of Human Pose Estimation by a Simple Dynamic Framework
• NeurIPS 2024DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA
• ICML 2024A Fine-grained Analysis of Fitted Q-evaluation: Beyond Parametric Models
• ICLR 2024Human Feedback is not Gold Standard
• CVPR 2024LocLLM: Exploiting Generalizable Human Keypoint Localization via Large Language Model
• NeurIPS 2023Privacy Assessment on Reconstructed Images: Are Existing Evaluation Metrics Faithful to Human Perception?
• ICML 2023Regions of Reliability in the Evaluation of Multivariate Probabilistic Forecasts
• ICLR 2023Beyond calibration: estimating the grouping loss of modern neural networks
• CVPR 20233D Human Keypoints Estimation From Point Clouds in the Wild Without Human Labels
• NeurIPS 2026AI Construct Lexis: An Ontology of the Hidden Assumptions in AI Evaluation
• ICML 2026Rethinking Evaluation Paradigms in IBP-based Certified Training
• ICLR 2026Multi-turn Evaluation of Anthropomorphic Behaviours in Large Language Models
• CVPR 2026Ground Reaction Inertial Poser Physics-based Human Motion Capture from Sparse

全部人工评测论文

共 70 篇，第 1 / 2 页

1. CVPR 2026Beyond Single-View Sufficiency CVBench for Cross-View Human Understanding
2. CVPR 2026Bridging Human Evaluation to Infrared and Visible Image Fusion
3. CVPR 2026Bridging the Perception Gap in Image Super-Resolution Evaluation
4. CVPR 2026CREval An Automated Interpretable Evaluation for Creative Image Manipulation under
5. CVPR 2026Differentially Private 2D Human Pose Estimation
6. CVPR 2026E-comIQ-ZH A Human-Aligned Dataset and Benchmark for Fine-Grained Evaluation of
7. CVPR 2026Ground Reaction Inertial Poser Physics-based Human Motion Capture from Sparse
8. CVPR 2026Human Geometry Distribution for 3D Animation Generation
9. CVPR 2026HumanVBench Probing Human-Centric Video Understanding in MLLMs with Automatically Synthesized
10. CVPR 2026Occluded Human Body Capture with Frequency Domain Denoising Prior
11. CVPR 2026PosterReward Unlocking Accurate Evaluation for High-Quality Graphic Design Generation
12. CVPR 2026Ref4D-VideoBench Four-Dimensional Reference-Based Evaluation of Text-to-Video Generative Models
13. CVPR 2026RHINO Reconstructing Human Interactions with Novel Objects from Monocular Videos
14. CVPR 2026SAM 3D Body Robust Full-Body Human Mesh Recovery
15. CVPR 2026Soul Breathe Life into Digital Human for High-fidelity Long-term Multimodal
16. CVPR 2026Towards Motion Turing Test Evaluating Human-Likeness in Humanoid Robots
17. CVPR 2026UniVBench Towards Unified Evaluation for Video Foundation Models
18. CVPR 2026VideoRealBench A Chain-of-Thought Realism Evaluation Benchmark for Generated Human-Centric Videos
19. CVPR 2026What Are You Doing A Closer Look at Controllable Human
20. CVPR 2025DynPose: Largely Improving the Efficiency of Human Pose Estimation by a Simple Dynamic Framework
21. CVPR 2025Gen3DEval: Using vLLMs for Automatic Evaluation of Generated 3D Objects
22. CVPR 2025Image Over Text: Transforming Formula Recognition Evaluation with Character Detection Matching
23. CVPR 2025Image Quality Assessment: From Human to Machine Preference
24. CVPR 2025MixerMDM: Learnable Composition of Human Motion Diffusion Models
25. CVPR 2025Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction
26. CVPR 2025PI-HMR: Towards Robust In-bed Temporal Human Shape Reconstruction with Contact Pressure Sensing
27. CVPR 2025ProbPose: A Probabilistic Approach to 2D Human Pose Estimation
28. CVPR 2025RePerformer: Immersive Human-centric Volumetric Videos from Playback to Photoreal Reperformance
29. CVPR 2025Rethinking Diffusion for Text-Driven Human Motion Generation: Redundant Representations, Evaluation, and Masked Autoregression
30. CVPR 2025StickMotion: Generating 3D Human Motions by Drawing a Stickman
31. CVPR 2025Towards Scalable Human-aligned Benchmark for Text-guided Image Editing
32. CVPR 2025Video-Bench: Human-Aligned Video Generation Benchmark
33. CVPR 20243D Human Pose Perception from Egocentric Stereo Videos
34. CVPR 2024Can Biases in ImageNet Models Explain Generalization?
35. CVPR 2024CG-HOI: Contact-Guided 3D Human-Object Interaction Generation
36. CVPR 2024GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generation
37. CVPR 2024HIT: Estimating Internal Human Implicit Tissues from the Body Surface
38. CVPR 2024HIVE: Harnessing Human Feedback for Instructional Visual Editing
39. CVPR 2024HOIAnimator: Generating Text-prompt Human-object Animations using Novel Perceptive Diffusion Models
40. CVPR 2024Inter-X: Towards Versatile Human-Human Interaction Analysis
41. CVPR 2024Learning Multi-Dimensional Human Preference for Text-to-Image Generation
42. CVPR 2024LEMON: Learning 3D Human-Object Interaction Relation from 2D Images
43. CVPR 2024LocLLM: Exploiting Generalizable Human Keypoint Localization via Large Language Model
44. CVPR 2024MaGGIe: Masked Guided Gradual Human Instance Matting
45. CVPR 2024NECA: Neural Customizable Human Avatar
46. CVPR 2024PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding
47. CVPR 2024Polos: Multimodal Metric Learning from Human Feedback for Image Captioning
48. CVPR 2024Rethinking FID: Towards a Better Evaluation Metric for Image Generation
49. CVPR 2024RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback
50. CVPR 2024SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion

常见问题

2023–2026 年四大会议一共有多少篇人工评测论文？

共 271 篇，按年份分别是 2023 年 33 篇、2024 年 70 篇、2025 年 60 篇、2026 年 108 篇。

NeurIPS 2026 有多少篇人工评测论文？

NeurIPS 2026 有 39 篇人工评测论文，上一届是 17 篇。

ICLR 2026 有多少篇人工评测论文？

ICLR 2026 有 29 篇人工评测论文，上一届是 16 篇。

ICML 2026 有多少篇人工评测论文？

ICML 2026 有 21 篇人工评测论文，上一届是 14 篇。

CVPR 2026 有多少篇人工评测论文？

CVPR 2026 有 19 篇人工评测论文，上一届是 13 篇。

哪个会议的人工评测论文最多？

NeurIPS，2023–2026 年共 90 篇。