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 74 篇，第 1 / 2 页

1. CVPR 2023(ML)$^2$P-Encoder: On Exploration of Channel-Class Correlation for Multi-Label Zero-Shot Learning
2. CVPR 2023A Loopback Network for Explainable Microvascular Invasion Classification
3. CVPR 2023Active Exploration of Multimodal Complementarity for Few-Shot Action Recognition
4. CVPR 2023An Erudite Fine-Grained Visual Classification Model
5. CVPR 2023AVFormer: Injecting Vision Into Frozen Speech Models for Zero-Shot AV-ASR
6. CVPR 2023Bi-Directional Distribution Alignment for Transductive Zero-Shot Learning
7. CVPR 2023Bi-Level Meta-Learning for Few-Shot Domain Generalization
8. CVPR 2023CLIP for All Things Zero-Shot Sketch-Based Image Retrieval, Fine-Grained or Not
9. CVPR 2023CLIP-Sculptor: Zero-Shot Generation of High-Fidelity and Diverse Shapes From Natural Language
10. CVPR 2023ConZIC: Controllable Zero-Shot Image Captioning by Sampling-Based Polishing
11. CVPR 2023CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation
12. CVPR 2023Decomposed Soft Prompt Guided Fusion Enhancing for Compositional Zero-Shot Learning
13. CVPR 2023Delving Into Shape-Aware Zero-Shot Semantic Segmentation
14. CVPR 2023DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection
15. CVPR 2023Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation
16. CVPR 2023Doubly Right Object Recognition: A Why Prompt for Visual Rationales
17. CVPR 2023Dream3D: Zero-Shot Text-to-3D Synthesis Using 3D Shape Prior and Text-to-Image Diffusion Models
18. CVPR 2023Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation
19. CVPR 2023Few-Shot Geometry-Aware Keypoint Localization
20. CVPR 2023Few-Shot Non-Line-of-Sight Imaging With Signal-Surface Collaborative Regularization
21. CVPR 2023Few-Shot Referring Relationships in Videos
22. CVPR 2023Fine-Grained Classification With Noisy Labels
23. CVPR 2023Finetune Like You Pretrain: Improved Finetuning of Zero-Shot Vision Models
24. CVPR 2023FreeNeRF: Improving Few-Shot Neural Rendering With Free Frequency Regularization
25. CVPR 2023From Images to Textual Prompts: Zero-Shot Visual Question Answering With Frozen Large Language Models
26. CVPR 2023Glocal Energy-Based Learning for Few-Shot Open-Set Recognition
27. CVPR 2023Hard Sample Matters a Lot in Zero-Shot Quantization
28. CVPR 2023Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-Shot Learning With Hyperspherical Embeddings
29. CVPR 2023I2MVFormer: Large Language Model Generated Multi-View Document Supervision for Zero-Shot Image Classification
30. CVPR 2023iCLIP: Bridging Image Classification and Contrastive Language-Image Pre-Training for Visual Recognition
31. CVPR 2023Improving Zero-Shot Generalization and Robustness of Multi-Modal Models
32. CVPR 2023Interactive Segmentation As Gaussion Process Classification
33. CVPR 2023Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image Classification
34. CVPR 2023Learning Attention As Disentangler for Compositional Zero-Shot Learning
35. CVPR 2023Learning Bottleneck Concepts in Image Classification
36. CVPR 2023Learning Conditional Attributes for Compositional Zero-Shot Learning
37. CVPR 2023Leveraging Inter-Rater Agreement for Classification in the Presence of Noisy Labels
38. CVPR 2023Master: Meta Style Transformer for Controllable Zero-Shot and Few-Shot Artistic Style Transfer
39. CVPR 2023MoLo: Motion-Augmented Long-Short Contrastive Learning for Few-Shot Action Recognition
40. CVPR 2023Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning With Multimodal Models
41. CVPR 2023NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature Forging
42. CVPR 2023Non-Contrastive Learning Meets Language-Image Pre-Training
43. CVPR 2023One-Shot Model for Mixed-Precision Quantization
44. CVPR 2023Open-Set Likelihood Maximization for Few-Shot Learning
45. CVPR 2023OTAvatar: One-Shot Talking Face Avatar With Controllable Tri-Plane Rendering
46. CVPR 2023Pic2Word: Mapping Pictures to Words for Zero-Shot Composed Image Retrieval
47. CVPR 2023Primitive Generation and Semantic-Related Alignment for Universal Zero-Shot Segmentation
48. CVPR 2023ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification
49. CVPR 2023Progressive Semantic-Visual Mutual Adaption for Generalized Zero-Shot Learning
50. CVPR 2023Prompt-Guided Zero-Shot Anomaly Action Recognition Using Pretrained Deep Skeleton Features

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。