ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models Apr 19, 2022 Fairness Few-Shot Image Classification
Code Code Available AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation Jul 5, 2024 Action Recognition Few-Shot Image Classification
Code Code Available GalLoP: Learning Global and Local Prompts for Vision-Language Models Jul 1, 2024 Diversity Domain Generalization
Code Code Available The Balanced-Pairwise-Affinities Feature Transform Jun 25, 2024 Few-Shot Image Classification Image Clustering
Code Code Available Effective Data Augmentation With Diffusion Models Feb 7, 2023 Data Augmentation Diversity
Code Code Available LibFewShot: A Comprehensive Library for Few-shot Learning Sep 10, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available Learning Transferable Visual Models From Natural Language Supervision Feb 26, 2021 Action Recognition Benchmarking
Code Code Available Prototypical Networks for Few-shot Learning Mar 15, 2017 Category-Agnostic Pose Estimation Few-Shot Image Classification
Code Code Available FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 Few-Shot Image Classification Few-Shot Learning
Code Code Available Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Sep 12, 2024 Cross-Domain Few-Shot Few-Shot Image Classification
Code Code Available Leveraging Cross-Modal Neighbor Representation for Improved CLIP Classification Apr 27, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated Experts Mar 13, 2024 Domain Generalization Few-Shot Image Classification
Code Code Available BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available Transductive Zero-Shot and Few-Shot CLIP Jan 1, 2024 Classification Few-Shot Image Classification
Code Code Available Large Language Models are Good Prompt Learners for Low-Shot Image Classification Dec 7, 2023 Classification Few-Shot Image Classification
Code Code Available Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available Simple Semantic-Aided Few-Shot Learning Nov 30, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Context-Aware Meta-Learning Oct 17, 2023 Few-Shot Image Classification In-Context Learning
Code Code Available SemiReward: A General Reward Model for Semi-supervised Learning Oct 4, 2023 Few-Shot Image Classification Image Classification
Code Code Available Language Models as Black-Box Optimizers for Vision-Language Models Sep 12, 2023 Few-Shot Image Classification image-classification
Code Code Available Distilling Large Vision-Language Model with Out-of-Distribution Generalizability Jul 6, 2023 Few-Shot Image Classification Image Classification
Code Code Available Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning Jul 6, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Multistage Relation Network With Dual-Metric for Few-Shot Hyperspectral Image Classification Apr 28, 2023 Classification Few-Shot Image Classification
Code Code Available ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Apr 26, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Learning with a Geometry-Adaptive Preconditioner Apr 4, 2023 Few-Shot Image Classification Few-Shot Learning
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