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

每年论文数

各会议论文数

按年份和会议统计

零样本分类论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202346552874203
202482455184262
202586564979270
202668446481257

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

全部零样本分类论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 318 篇，第 4 / 7 页

  1. CVPR 2025Zero-shot 3D Question Answering via Voxel-based Dynamic Token Compression
  2. CVPR 2025Zero-Shot 4D Lidar Panoptic Segmentation
  3. CVPR 2025Zero-Shot Blind-spot Image Denoising via Implicit Neural Sampling
  4. CVPR 2025Zero-Shot Head Swapping in Real-World Scenarios
  5. CVPR 2025Zero-Shot Image Restoration Using Few-Step Guidance of Consistency Models (and Beyond)
  6. CVPR 2025Zero-Shot Monocular Scene Flow Estimation in the Wild
  7. CVPR 2025Zero-Shot Novel View and Depth Synthesis with Multi-View Geometric Diffusion
  8. CVPR 2025Zero-shot RGB-D Point Cloud Registration with Pre-trained Large Vision Model
  9. CVPR 2025Zero-Shot Styled Text Image Generation, but Make It Autoregressive
  10. CVPR 2025ZeroGrasp: Zero-Shot Shape Reconstruction Enabled Robotic Grasping
  11. CVPR 2024A Video is Worth 256 Bases: Spatial-Temporal Expectation-Maximization Inversion for Zero-Shot Video Editing
  12. CVPR 2024Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation
  13. CVPR 2024Adversarially Robust Few-shot Learning via Parameter Co-distillation of Similarity and Class Concept Learners
  14. CVPR 2024Affine Equivariant Networks Based on Differential Invariants
  15. CVPR 2024AMU-Tuning: Effective Logit Bias for CLIP-based Few-shot Learning
  16. CVPR 2024AnyDoor: Zero-shot Object-level Image Customization
  17. CVPR 2024AZ-NAS: Assembling Zero-Cost Proxies for Network Architecture Search
  18. CVPR 2024Bayesian Exploration of Pre-trained Models for Low-shot Image Classification
  19. CVPR 2024Boosting Object Detection with Zero-Shot Day-Night Domain Adaptation
  20. CVPR 2024CARZero: Cross-Attention Alignment for Radiology Zero-Shot Classification
  21. CVPR 2024CLIP-KD: An Empirical Study of CLIP Model Distillation
  22. CVPR 2024Context-based and Diversity-driven Specificity in Compositional Zero-Shot Learning
  23. CVPR 2024CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment
  24. CVPR 2024Deep Imbalanced Regression via Hierarchical Classification Adjustment
  25. CVPR 2024Deformable One-shot Face Stylization via DINO Semantic Guidance
  26. CVPR 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data
  27. CVPR 2024Depth-aware Test-Time Training for Zero-shot Video Object Segmentation
  28. CVPR 2024DiffPortrait3D: Controllable Diffusion for Zero-Shot Portrait View Synthesis
  29. CVPR 2024DiffSCI: Zero-Shot Snapshot Compressive Imaging via Iterative Spectral Diffusion Model
  30. CVPR 2024Diffuse Attend and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusion
  31. CVPR 2024EMOPortraits: Emotion-enhanced Multimodal One-shot Head Avatars
  32. CVPR 2024Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model
  33. CVPR 2024Exploring Regional Clues in CLIP for Zero-Shot Semantic Segmentation
  34. CVPR 2024Few-shot Learner Parameterization by Diffusion Time-steps
  35. CVPR 2024FocSAM: Delving Deeply into Focused Objects in Segmenting Anything
  36. CVPR 2024Fourier Priors-Guided Diffusion for Zero-Shot Joint Low-Light Enhancement and Deblurring
  37. CVPR 2024Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image Classification
  38. CVPR 2024FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation
  39. CVPR 2024Frozen Feature Augmentation for Few-Shot Image Classification
  40. CVPR 2024Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction
  41. CVPR 2024GenZI: Zero-Shot 3D Human-Scene Interaction Generation
  42. CVPR 2024Geometrically-driven Aggregation for Zero-shot 3D Point Cloud Understanding
  43. CVPR 2024Hyperspherical Classification with Dynamic Label-to-Prototype Assignment
  44. CVPR 2024Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions
  45. CVPR 2024Improving Generalized Zero-Shot Learning by Exploring the Diverse Semantics from External Class Names
  46. CVPR 2024Instance-based Max-margin for Practical Few-shot Recognition
  47. CVPR 2024Knowledge-Enhanced Dual-stream Zero-shot Composed Image Retrieval
  48. CVPR 2024Label Propagation for Zero-shot Classification with Vision-Language Models
  49. CVPR 2024Language-Driven Anchors for Zero-Shot Adversarial Robustness
  50. CVPR 2024Language-only Training of Zero-shot Composed Image Retrieval

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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