Feature Activation Map: Visual Explanation of Deep Learning Models for Image Classification Jul 11, 2023 Classification Contrastive Learning
— Unverified FILM: How can Few-Shot Image Classification Benefit from Pre-Trained Language Models? Jul 9, 2023 Contrastive Learning Few-Shot Image Classification
— Unverified Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation Jul 7, 2023 Few-Shot Image Classification image-classification
— Unverified Multi-Similarity Contrastive Learning Jul 6, 2023 Caption Generation Contrastive Learning
— Unverified Comparing the Efficacy of Fine-Tuning and Meta-Learning for Few-Shot Policy Imitation Jun 23, 2023 Few-Shot Image Classification Few-Shot Imitation Learning
Code Code Available SuSana Distancia is all you need: Enforcing class separability in metric learning via two novel distance-based loss functions for few-shot image classification May 15, 2023 All Few-Shot Image Classification
— Unverified Strong Baselines for Parameter Efficient Few-Shot Fine-tuning Apr 4, 2023 Few-Shot Image Classification image-classification
— Unverified Boosting Few-Shot Text Classification via Distribution Estimation Mar 26, 2023 Classification Few-Shot Image Classification
— Unverified 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 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 ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification Jan 1, 2023 Cross-Domain Few-Shot Domain Generalization
— Unverified 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 KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles Nov 6, 2022 Few-Shot Image Classification image-classification
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 A Unified Framework with Meta-dropout for Few-shot Learning Oct 12, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification Sep 18, 2022 Bayesian Inference Clustering
— Unverified PaLI: A Jointly-Scaled Multilingual Language-Image Model Sep 14, 2022 Decoder Few-Shot Image Classification
— Unverified 