零样本分类论文趋势 2023–2026
零样本识别
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 992 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 46 | 55 | 28 | 74 | 203 |
| 2024 | 82 | 45 | 51 | 84 | 262 |
| 2025 | 86 | 56 | 49 | 79 | 270 |
| 2026 | 68 | 44 | 64 | 81 | 257 |
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 992 篇,第 12 / 20 页
- CVPR 2024Few-shot Learner Parameterization by Diffusion Time-steps
- CVPR 2024FocSAM: Delving Deeply into Focused Objects in Segmenting Anything
- CVPR 2024Fourier Priors-Guided Diffusion for Zero-Shot Joint Low-Light Enhancement and Deblurring
- CVPR 2024Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image Classification
- CVPR 2024FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation
- CVPR 2024Frozen Feature Augmentation for Few-Shot Image Classification
- CVPR 2024Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction
- CVPR 2024GenZI: Zero-Shot 3D Human-Scene Interaction Generation
- CVPR 2024Geometrically-driven Aggregation for Zero-shot 3D Point Cloud Understanding
- CVPR 2024Hyperspherical Classification with Dynamic Label-to-Prototype Assignment
- CVPR 2024Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions
- CVPR 2024Improving Generalized Zero-Shot Learning by Exploring the Diverse Semantics from External Class Names
- CVPR 2024Instance-based Max-margin for Practical Few-shot Recognition
- CVPR 2024Knowledge-Enhanced Dual-stream Zero-shot Composed Image Retrieval
- CVPR 2024Label Propagation for Zero-shot Classification with Vision-Language Models
- CVPR 2024Language-Driven Anchors for Zero-Shot Adversarial Robustness
- CVPR 2024Language-only Training of Zero-shot Composed Image Retrieval
- CVPR 2024Large Language Models are Good Prompt Learners for Low-Shot Image Classification
- CVPR 2024Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language Reasoning
- CVPR 2024Learning from Observer Gaze: Zero-Shot Attention Prediction Oriented by Human-Object Interaction Recognition
- CVPR 2024Learning with Unreliability: Fast Few-shot Voxel Radiance Fields with Relative Geometric Consistency
- CVPR 2024Lift3D: Zero-Shot Lifting of Any 2D Vision Model to 3D
- CVPR 2024LLaFS: When Large Language Models Meet Few-Shot Segmentation
- CVPR 2024LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP
- CVPR 2024MeaCap: Memory-Augmented Zero-shot Image Captioning
- CVPR 2024MoDE: CLIP Data Experts via Clustering
- CVPR 2024Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use
- CVPR 2024MRC-Net: 6-DoF Pose Estimation with MultiScale Residual Correlation
- CVPR 2024Multiplane Prior Guided Few-Shot Aerial Scene Rendering
- CVPR 2024Named Entity Driven Zero-Shot Image Manipulation
- CVPR 2024OHTA: One-shot Hand Avatar via Data-driven Implicit Priors
- CVPR 2024On the Test-Time Zero-Shot Generalization of Vision-Language Models: Do We Really Need Prompt Learning?
- CVPR 2024Part-aware Unified Representation of Language and Skeleton for Zero-shot Action Recognition
- CVPR 2024Pre-trained Model Guided Fine-Tuning for Zero-Shot Adversarial Robustness
- CVPR 2024Progressive Semantic-Guided Vision Transformer for Zero-Shot Learning
- CVPR 2024ProTeCt: Prompt Tuning for Taxonomic Open Set Classification
- CVPR 2024Retraining-Free Model Quantization via One-Shot Weight-Coupling Learning
- CVPR 2024SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimation
- CVPR 2024Simple Semantic-Aided Few-Shot Learning
- CVPR 2024Space-Time Diffusion Features for Zero-Shot Text-Driven Motion Transfer
- CVPR 2024Test-Time Zero-Shot Temporal Action Localization
- CVPR 2024TI2V-Zero: Zero-Shot Image Conditioning for Text-to-Video Diffusion Models
- CVPR 2024Transductive Zero-Shot and Few-Shot CLIP
- CVPR 2024Troika: Multi-Path Cross-Modal Traction for Compositional Zero-Shot Learning
- CVPR 2024UniDepth: Universal Monocular Metric Depth Estimation
- CVPR 2024Unified Language-driven Zero-shot Domain Adaptation
- CVPR 2024VidToMe: Video Token Merging for Zero-Shot Video Editing
- CVPR 2024Visual Programming for Zero-shot Open-Vocabulary 3D Visual Grounding
- CVPR 2024Visual-Augmented Dynamic Semantic Prototype for Generative Zero-Shot Learning
- CVPR 2024VOODOO 3D: Volumetric Portrait Disentanglement For One-Shot 3D Head Reenactment
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 查零样本分类在 CVPR 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": "zero-shot-classification"}
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。