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Few-Shot Learning

2,562 papers

Papers per year

3
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Papers

Few-Shot Object Detection with Foundation Models CVPR 2024
ESCAPE: Encoding Super-keypoints for Category-Agnostic Pose Estimation CVPR 2024
MM-Narrator: Narrating Long-form Videos with Multimodal In-Context Learning CVPR 2024
CLiC: Concept Learning in Context CVPR 2024
Generative Multimodal Models are In-Context Learners CVPR 2024
Adversarially Robust Few-shot Learning via Parameter Co-distillation of Similarity and Class Concept Learners CVPR 2024
Simple Semantic-Aided Few-Shot Learning CVPR 2024
Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples CVPR 2024
ConCon-Chi: Concept-Context Chimera Benchmark for Personalized Vision-Language Tasks CVPR 2024
Improving Physics-Augmented Continuum Neural Radiance Field-Based Geometry-Agnostic System Identification with Lagrangian Particle Optimization CVPR 2024
Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation CVPR 2024
ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection CVPR 2024
Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation CVPR 2024
OHTA: One-shot Hand Avatar via Data-driven Implicit Priors CVPR 2024
E-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator CVPR 2024
Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features CVPR 2024
No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation CVPR 2024
Portrait4D: Learning One-Shot 4D Head Avatar Synthesis using Synthetic Data CVPR 2024
Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach CVPR 2024
PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection CVPR 2024
Generative Multi-modal Models are Good Class Incremental Learners CVPR 2024
Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning CVPR 2024
Draw Step by Step: Reconstructing CAD Construction Sequences from Point Clouds via Multimodal Diffusion. CVPR 2024
Link-Context Learning for Multimodal LLMs CVPR 2024
SNIDA: Unlocking Few-Shot Object Detection with Non-linear Semantic Decoupling Augmentation CVPR 2024