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 992 篇，第 7 / 20 页

  1. CVPR 2025OnlineAnySeg: Online Zero-Shot 3D Segmentation by Visual Foundation Model Guided 2D Mask Merging
  2. CVPR 2025ProAPO: Progressively Automatic Prompt Optimization for Visual Classification
  3. CVPR 2025Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
  4. CVPR 2025Reconciling Stochastic and Deterministic Strategies for Zero-shot Image Restoration using Diffusion Model in Dual
  5. CVPR 2025Robust 3D Shape Reconstruction in Zero-Shot from a Single Image in the Wild
  6. CVPR 2025SAM2Object: Consolidating View Consistency via SAM2 for Zero-Shot 3D Instance Segmentation
  7. CVPR 2025Scalable Autoregressive Monocular Depth Estimation
  8. CVPR 2025Semantic-guided Cross-Modal Prompt Learning for Skeleton-based Zero-shot Action Recognition
  9. CVPR 2025Seurat: From Moving Points to Depth
  10. CVPR 2025SPARC: Score Prompting and Adaptive Fusion for Zero-Shot Multi-Label Recognition in Vision-Language Models
  11. CVPR 2025Stereo Anywhere: Robust Zero-Shot Deep Stereo Matching Even Where Either Stereo or Mono Fail
  12. CVPR 2025T2ICount: Enhancing Cross-modal Understanding for Zero-Shot Counting
  13. CVPR 2025TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action Recognition
  14. CVPR 2025Task-Specific Gradient Adaptation for Few-Shot One-Class Classification
  15. CVPR 2025Temporal Alignment-Free Video Matching for Few-shot Action Recognition
  16. CVPR 2025Text Augmented Correlation Transformer For Few-shot Classification & Segmentation
  17. CVPR 2025Towards Efficient Foundation Model for Zero-shot Amodal Segmentation
  18. CVPR 2025Towards Source-Free Machine Unlearning
  19. CVPR 2025Towards Zero-Shot Anomaly Detection and Reasoning with Multimodal Large Language Models
  20. CVPR 2025Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning
  21. CVPR 2025UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning
  22. CVPR 2025UniGoal: Towards Universal Zero-shot Goal-oriented Navigation
  23. CVPR 2025VidBot: Learning Generalizable 3D Actions from In-the-Wild 2D Human Videos for Zero-Shot Robotic Manipulation
  24. CVPR 2025Visual and Semantic Prompt Collaboration for Generalized Zero-Shot Learning
  25. CVPR 2025Z-Magic: Zero-shot Multiple Attributes Guided Image Creator
  26. CVPR 2025Zero-1-to-A: Zero-Shot One Image to Animatable Head Avatars Using Video Diffusion
  27. CVPR 2025Zero-shot 3D Question Answering via Voxel-based Dynamic Token Compression
  28. CVPR 2025Zero-Shot 4D Lidar Panoptic Segmentation
  29. CVPR 2025Zero-Shot Blind-spot Image Denoising via Implicit Neural Sampling
  30. CVPR 2025Zero-Shot Head Swapping in Real-World Scenarios
  31. CVPR 2025Zero-Shot Image Restoration Using Few-Step Guidance of Consistency Models (and Beyond)
  32. CVPR 2025Zero-Shot Monocular Scene Flow Estimation in the Wild
  33. CVPR 2025Zero-Shot Novel View and Depth Synthesis with Multi-View Geometric Diffusion
  34. CVPR 2025Zero-shot RGB-D Point Cloud Registration with Pre-trained Large Vision Model
  35. CVPR 2025Zero-Shot Styled Text Image Generation, but Make It Autoregressive
  36. CVPR 2025ZeroGrasp: Zero-Shot Shape Reconstruction Enabled Robotic Grasping
  37. ICLR 2025A Simple Framework for Open-Vocabulary Zero-Shot Segmentation
  38. ICLR 2025Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers
  39. ICLR 2025AvatarGO: Zero-shot 4D Human-Object Interaction Generation and Animation
  40. ICLR 2025CLIPure: Purification in Latent Space via CLIP for Adversarially Robust Zero-Shot Classification
  41. ICLR 2025Constraint-Conditioned Actor-Critic for Offline Safe Reinforcement Learning
  42. ICLR 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification
  43. ICLR 2025Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification
  44. ICLR 2025Cross the Gap: Exposing the Intra-modal Misalignment in CLIP via Modality Inversion
  45. ICLR 2025Dist Loss: Enhancing Regression in Few-Shot Region through Distribution Distance Constraint
  46. ICLR 2025Distribution-Specific Agnostic Conditional Classification With Halfspaces
  47. ICLR 2025Divergence of Neural Tangent Kernel in Classification Problems
  48. ICLR 2025Divergence-enhanced Knowledge-guided Context Optimization for Visual-Language Prompt Tuning
  49. ICLR 2025Federated Few-Shot Class-Incremental Learning
  50. ICLR 2025Fully-inductive Node Classification on Arbitrary Graphs

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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