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 79 篇，第 1 / 2 页

1. CVPR 2025AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP
2. CVPR 2025Active Data Curation Effectively Distills Large-Scale Multimodal Models
3. CVPR 2025Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection
4. CVPR 2025Beyond Image Classification: A Video Benchmark and Dual-Branch Hybrid Discrimination Framework for Compositional Zero-Shot Learning
5. CVPR 2025Buffer Anytime: Zero-Shot Video Depth and Normal from Image Priors
6. CVPR 2025CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards Zero-shot Adversarial Robustness of CLIP
7. CVPR 2025Conformal Prediction for Zero-Shot Models
8. CVPR 2025ConMo: Controllable Motion Disentanglement and Recomposition for Zero-Shot Motion Transfer
9. CVPR 2025Cross-View Completion Models are Zero-shot Correspondence Estimators
10. CVPR 2025Depth Any Camera: Zero-Shot Metric Depth Estimation from Any Camera
11. CVPR 2025Diffusion Bridge: Leveraging Diffusion Model to Reduce the Modality Gap Between Text and Vision for Zero-Shot Image Captioning
12. CVPR 2025Diffusion Self-Distillation for Zero-Shot Customized Image Generation
13. CVPR 2025EIDT-V: Exploiting Intersections in Diffusion Trajectories for Model-Agnostic, Zero-Shot, Training-Free Text-to-Video Generation
14. CVPR 2025Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration
15. CVPR 2025EZSR: Event-based Zero-Shot Recognition
16. CVPR 2025FedBiP: Heterogeneous One-Shot Federated Learning with Personalized Latent Diffusion Models
17. CVPR 2025FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification
18. CVPR 2025Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images
19. CVPR 2025FoundationStereo: Zero-Shot Stereo Matching
20. CVPR 2025From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral Perspective
21. CVPR 2025Generalized Zero-Shot Classification via Semantics-Free Inter-Class Feature Generation
22. CVPR 2025Generative Zero-Shot Composed Image Retrieval
23. CVPR 2025GenPC: Zero-shot Point Cloud Completion via 3D Generative Priors
24. CVPR 2025HiFi-Portrait: Zero-shot Identity-preserved Portrait Generation with High-fidelity Multi-face Fusion
25. CVPR 2025Hybrid Global-Local Representation with Augmented Spatial Guidance for Zero-Shot Referring Image Segmentation
26. CVPR 2025Hyperspectral Pansharpening via Diffusion Models with Iteratively Zero-Shot Guidance
27. CVPR 2025IM-Zero: Instance-level Motion Controllable Video Generation in a Zero-shot Manner
28. CVPR 2025InteractAnything: Zero-shot Human Object Interaction Synthesis via LLM Feedback and Object Affordance Parsing
29. CVPR 2025Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification
30. CVPR 2025L-SWAG: Layer-Sample Wise Activation with Gradients Information for Zero-Shot NAS on Vision Transformers
31. CVPR 2025Large-Scale Text-to-Image Model with Inpainting is a Zero-Shot Subject-Driven Image Generator
32. CVPR 2025Learning on Model Weights using Tree Experts
33. CVPR 2025LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging
34. CVPR 2025LOGICZSL: Exploring Logic-induced Representation for Compositional Zero-shot Learning
35. CVPR 2025Logits DeConfusion with CLIP for Few-Shot Learning
36. CVPR 2025Missing Target-Relevant Information Prediction with World Model for Accurate Zero-Shot Composed Image Retrieval
37. CVPR 2025Mitigating Ambiguities in 3D Classification with Gaussian Splatting
38. CVPR 2025MonSter: Marry Monodepth to Stereo Unleashes Power
39. CVPR 2025MVSAnywhere: Zero-Shot Multi-View Stereo
40. CVPR 2025Navigating the Unseen: Zero-shot Scene Graph Generation via Capsule-Based Equivariant Features
41. CVPR 2025Nearly Zero-Cost Protection Against Mimicry by Personalized Diffusion Models
42. CVPR 2025Neuron: Learning Context-Aware Evolving Representations for Zero-Shot Skeleton Action Recognition
43. CVPR 2025On the Zero-shot Adversarial Robustness of Vision-Language Models: A Truly Zero-shot and Training-free Approach
44. CVPR 2025OnlineAnySeg: Online Zero-Shot 3D Segmentation by Visual Foundation Model Guided 2D Mask Merging
45. CVPR 2025ProAPO: Progressively Automatic Prompt Optimization for Visual Classification
46. CVPR 2025Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
47. CVPR 2025Reconciling Stochastic and Deterministic Strategies for Zero-shot Image Restoration using Diffusion Model in Dual
48. CVPR 2025Robust 3D Shape Reconstruction in Zero-Shot from a Single Image in the Wild
49. CVPR 2025SAM2Object: Consolidating View Consistency via SAM2 for Zero-Shot 3D Instance Segmentation
50. CVPR 2025Scalable Autoregressive Monocular Depth Estimation

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。