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 Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning Jul 6, 2023 Few-Shot Image Classification Few-Shot Learning
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 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
Code Code Available VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution Apr 4, 2023 Disentanglement Domain Generalization
Code Code Available Prompt Tuning based Adapter for Vision-Language Model Adaption Mar 24, 2023 Few-Shot Image Classification image-classification
Code Code Available The effectiveness of MAE pre-pretraining for billion-scale pretraining Mar 23, 2023 Action Classification Action Recognition
Code Code Available Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification Feb 16, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment Feb 2, 2023 Attribute Few-Shot Image Classification
Code Code Available Open-Set Likelihood Maximization for Few-Shot Learning Jan 20, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification Jan 1, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification Nov 30, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Enhancing Few-shot Image Classification with Cosine Transformer Nov 13, 2022 Classification Few-Shot Image Classification
Code Code Available Unsupervised Few-Shot Image Classification by Learning Features into Clustering Space Oct 21, 2022 Classification Clustering
Code Code Available Few-shot Relational Reasoning via Connection Subgraph Pretraining Oct 13, 2022 Few-Shot Image Classification Meta-Learning
Code Code Available BaseTransformers: Attention over base data-points for One Shot Learning Oct 5, 2022 Few-Shot Image Classification One-Shot Learning
Code Code Available Improving ProtoNet for Few-Shot Video Object Recognition: Winner of ORBIT Challenge 2022 Oct 1, 2022 Few-Shot Image Classification Object Recognition
Code Code Available Transductive Decoupled Variational Inference for Few-Shot Classification Aug 22, 2022 Classification Few-Shot Image Classification
Code Code Available Self-Supervision Can Be a Good Few-Shot Learner Jul 19, 2022 cross-domain few-shot learning Few-Shot Image Classification
Code Code Available Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation Jul 14, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Task Discrepancy Maximization for Fine-grained Few-Shot Classification Jul 4, 2022 Classification Few-Shot Image Classification
Code Code Available Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification Jun 30, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Rethinking Generalization in Few-Shot Classification Jun 15, 2022 Classification Few-Shot Image Classification
Code Code Available Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available Few-Shot Image Classification Benchmarks are Too Far From Reality: Build Back Better with Semantic Task Sampling May 10, 2022 Few-Shot Image Classification General Classification
Code Code Available Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference Apr 15, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification Apr 9, 2022 Classification domain classification
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