零样本分类论文趋势 2023–2026

主要结论

• 零样本分类论文从 2023 年的 203 篇增长到 2026 年的 257 篇，三年间扩大到约 1.3 倍。
• CVPR 是发零样本分类论文最多的会议，2023–2026 年共 318 篇，占四个会议总量的 32%。
• 交叉方向里涨得最快的是强化学习：同时属于两个主题的论文从 2023 年的 7 篇增至 2026 年的 22 篇。
• 在「开放词汇视觉」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的视觉定位是 4.3 倍，零样本分类是 1.3 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 2026A Minimal Interpretable Architecture for Zero-Shot Reconstruction of Dynamical Systems
• ICML 2026Beyond Rational Illusion: Behaviorally Realistic Strategic Classification
• ICLR 2026Boomerang Distillation Enables Zero-Shot Model Size Interpolation
• CVPR 2026AG-VAS Anchor-Guided Zero-Shot Visual Anomaly Segmentation with Large Multimodal Models
• NeurIPS 2025\(\varepsilon\)-Optimally Solving Two-Player Zero-Sum POSGs
• ICML 2025A Classification View on Meta Learning Bandits
• ICLR 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification
• CVPR 2025AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP
• NeurIPS 2024BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity
• ICML 2024Agent Instructs Large Language Models to be General Zero-Shot Reasoners
• ICLR 2024AutoCast++: Enhancing World Event Prediction with Zero-shot Ranking-based Context Retrieval
• CVPR 2024Depth-aware Test-Time Training for Zero-shot Video Object Segmentation
• NeurIPS 2023Black-box Backdoor Defense via Zero-shot Image Purification
• ICML 2023A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models
• ICLR 2023Benign Overfitting in Classification: Provably Counter Label Noise with Larger Models
• CVPR 2023(ML)$^2$P-Encoder: On Exploration of Channel-Class Correlation for Multi-Label Zero-Shot Learning
• NeurIPS 2026Align3D-AD: Cross-Modal Feature Alignment and Dual-Prompt Learning for Zero-shot 3D Anomaly Detection
• ICML 2026Calibrating Uncertainty for Zero-Shot Adversarial CLIP
• ICLR 2026Decoupling Primitive with Experts: Dynamic Feature Alignment for Compositional Zero-Shot Learning
• CVPR 2026DLVP-CLIP Enhancing Fine-Grained Zero-Shot Anomaly Detection via Dynamic Local Visual

全部零样本分类论文

共 84 篇，第 1 / 2 页

1. CVPR 2024A Video is Worth 256 Bases: Spatial-Temporal Expectation-Maximization Inversion for Zero-Shot Video Editing
2. CVPR 2024Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation
3. CVPR 2024Adversarially Robust Few-shot Learning via Parameter Co-distillation of Similarity and Class Concept Learners
4. CVPR 2024Affine Equivariant Networks Based on Differential Invariants
5. CVPR 2024AMU-Tuning: Effective Logit Bias for CLIP-based Few-shot Learning
6. CVPR 2024AnyDoor: Zero-shot Object-level Image Customization
7. CVPR 2024AZ-NAS: Assembling Zero-Cost Proxies for Network Architecture Search
8. CVPR 2024Bayesian Exploration of Pre-trained Models for Low-shot Image Classification
9. CVPR 2024Boosting Object Detection with Zero-Shot Day-Night Domain Adaptation
10. CVPR 2024CARZero: Cross-Attention Alignment for Radiology Zero-Shot Classification
11. CVPR 2024CLIP-KD: An Empirical Study of CLIP Model Distillation
12. CVPR 2024Context-based and Diversity-driven Specificity in Compositional Zero-Shot Learning
13. CVPR 2024CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment
14. CVPR 2024Deep Imbalanced Regression via Hierarchical Classification Adjustment
15. CVPR 2024Deformable One-shot Face Stylization via DINO Semantic Guidance
16. CVPR 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data
17. CVPR 2024Depth-aware Test-Time Training for Zero-shot Video Object Segmentation
18. CVPR 2024DiffPortrait3D: Controllable Diffusion for Zero-Shot Portrait View Synthesis
19. CVPR 2024DiffSCI: Zero-Shot Snapshot Compressive Imaging via Iterative Spectral Diffusion Model
20. CVPR 2024Diffuse Attend and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusion
21. CVPR 2024EMOPortraits: Emotion-enhanced Multimodal One-shot Head Avatars
22. CVPR 2024Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model
23. CVPR 2024Exploring Regional Clues in CLIP for Zero-Shot Semantic Segmentation
24. CVPR 2024Few-shot Learner Parameterization by Diffusion Time-steps
25. CVPR 2024FocSAM: Delving Deeply into Focused Objects in Segmenting Anything
26. CVPR 2024Fourier Priors-Guided Diffusion for Zero-Shot Joint Low-Light Enhancement and Deblurring
27. CVPR 2024Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image Classification
28. CVPR 2024FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation
29. CVPR 2024Frozen Feature Augmentation for Few-Shot Image Classification
30. CVPR 2024Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction
31. CVPR 2024GenZI: Zero-Shot 3D Human-Scene Interaction Generation
32. CVPR 2024Geometrically-driven Aggregation for Zero-shot 3D Point Cloud Understanding
33. CVPR 2024Hyperspherical Classification with Dynamic Label-to-Prototype Assignment
34. CVPR 2024Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions
35. CVPR 2024Improving Generalized Zero-Shot Learning by Exploring the Diverse Semantics from External Class Names
36. CVPR 2024Instance-based Max-margin for Practical Few-shot Recognition
37. CVPR 2024Knowledge-Enhanced Dual-stream Zero-shot Composed Image Retrieval
38. CVPR 2024Label Propagation for Zero-shot Classification with Vision-Language Models
39. CVPR 2024Language-Driven Anchors for Zero-Shot Adversarial Robustness
40. CVPR 2024Language-only Training of Zero-shot Composed Image Retrieval
41. CVPR 2024Large Language Models are Good Prompt Learners for Low-Shot Image Classification
42. CVPR 2024Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language Reasoning
43. CVPR 2024Learning from Observer Gaze: Zero-Shot Attention Prediction Oriented by Human-Object Interaction Recognition
44. CVPR 2024Learning with Unreliability: Fast Few-shot Voxel Radiance Fields with Relative Geometric Consistency
45. CVPR 2024Lift3D: Zero-Shot Lifting of Any 2D Vision Model to 3D
46. CVPR 2024LLaFS: When Large Language Models Meet Few-Shot Segmentation
47. CVPR 2024LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP
48. CVPR 2024MeaCap: Memory-Augmented Zero-shot Image Captioning
49. CVPR 2024MoDE: CLIP Data Experts via Clustering
50. CVPR 2024Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use

常见问题

2023–2026 年四大会议一共有多少篇零样本分类论文？

共 992 篇，按年份分别是 2023 年 203 篇、2024 年 262 篇、2025 年 270 篇、2026 年 257 篇。

NeurIPS 2026 有多少篇零样本分类论文？

NeurIPS 2026 有 68 篇零样本分类论文，上一届是 86 篇。

ICLR 2026 有多少篇零样本分类论文？

ICLR 2026 有 44 篇零样本分类论文，上一届是 56 篇。

ICML 2026 有多少篇零样本分类论文？

ICML 2026 有 64 篇零样本分类论文，上一届是 49 篇。

CVPR 2026 有多少篇零样本分类论文？

CVPR 2026 有 81 篇零样本分类论文，上一届是 79 篇。

哪个会议的零样本分类论文最多？

CVPR，2023–2026 年共 318 篇。