Boosting Few-Shot Text Classification via Distribution Estimation Mar 26, 2023 Classification Few-Shot Image Classification
— Unverified 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 RotoGBML: Towards Out-of-Distribution Generalization for Gradient-Based Meta-Learning Mar 12, 2023 Few-Shot Image Classification image-classification
— Unverified Understanding and Constructing Latent Modality Structures in Multi-modal Representation Learning Mar 10, 2023 Few-Shot Image Classification image-classification
— Unverified Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive Filtering Feb 23, 2023 Classification Dimensionality Reduction
Code Code Available CMVAE: Causal Meta VAE for Unsupervised Meta-Learning Feb 20, 2023 Few-Shot Image Classification image-classification
Code Code Available CovidExpert: A Triplet Siamese Neural Network framework for the detection of COVID-19 Feb 17, 2023 Computed Tomography (CT) COVID-19 Diagnosis
— Unverified Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification Feb 16, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Effective Data Augmentation With Diffusion Models Feb 7, 2023 Data Augmentation Diversity
Code Code Available Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment Feb 2, 2023 Attribute Few-Shot Image Classification
Code Code Available On the Efficacy of Differentially Private Few-shot Image Classification Feb 2, 2023 Federated Learning Few-Shot Image Classification
Code Code Available Explore the Power of Dropout on Few-shot Learning Jan 26, 2023 Deep Learning Few-Shot Image Classification
— Unverified 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 ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification Jan 1, 2023 Cross-Domain Few-Shot Domain Generalization
— Unverified 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 Exploiting Category Names for Few-Shot Classification with Vision-Language Models Nov 29, 2022 Classification Few-Shot Image Classification
— Unverified SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification Nov 28, 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 KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles Nov 6, 2022 Few-Shot Image Classification image-classification
Code Code Available Unsupervised Few-Shot Image Classification by Learning Features into Clustering Space Oct 21, 2022 Classification Clustering
Code Code Available Visual-Semantic Contrastive Alignment for Few-Shot Image Classification Oct 20, 2022 Classification Contrastive Learning
— Unverified Few-Shot Learning of Compact Models via Task-Specific Meta Distillation Oct 18, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified MergedNET: A simple approach for one-shot learning in siamese networks based on similarity layers Oct 14, 2022 Few-Shot Image Classification Fine-Grained Image Classification
Code Code Available 