Subspace Representation Learning for Few-shot Image Classification May 2, 2021 Classification Diversity
— Unverified 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 TALDS-Net: Task-Aware Adaptive Local Descriptors Selection for Few-shot Image Classification Dec 9, 2023 Few-Shot Image Classification image-classification
— Unverified Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification May 30, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified Task-Specific Preconditioner for Cross-Domain Few-Shot Learning Dec 20, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Toward Multimodal Model-Agnostic Meta-Learning Dec 18, 2018 Diversity Few-Shot Image Classification
— Unverified Transfer Learning on Manifolds via Learned Transport Operators Jan 1, 2018 Data Augmentation Few-Shot Image Classification
— Unverified Uncertainty-Aware Few-Shot Image Classification Oct 9, 2020 Classification Few-Shot Image Classification
— Unverified Uncertainty-based Network for Few-shot Image Classification May 17, 2022 Classification Few-Shot Image Classification
— Unverified Uncertainty in Model-Agnostic Meta-Learning using Variational Inference Jul 27, 2019 BIG-bench Machine Learning Classification
— Unverified Understanding and Constructing Latent Modality Structures in Multi-modal Representation Learning Mar 10, 2023 Few-Shot Image Classification image-classification
— Unverified Unsupervised Learning using Pretrained CNN and Associative Memory Bank May 2, 2018 Few-Shot Image Classification Fine-Grained Image Classification
— Unverified Unsupervised Meta-Learning For Few-Shot Image Classification Nov 28, 2018 Classification Few-Shot Image Classification
— Unverified Variational Neuron Shifting for Few-Shot Image Classification Across Domains May 1, 2024 Bayesian Inference Few-Shot Image Classification
— Unverified Variational Feature Disentangling for Fine-Grained Few-Shot Classification Oct 7, 2020 Classification Few-Shot Image Classification
— Unverified Visual-Semantic Contrastive Alignment for Few-Shot Image Classification Oct 20, 2022 Classification Contrastive Learning
— Unverified Weakly-supervised Compositional FeatureAggregation for Few-shot Recognition Jun 11, 2019 Action Recognition Few-Shot Image Classification
— Unverified How Does the Task Landscape Affect MAML Performance? Oct 27, 2020 Few-Shot Image Classification image-classification
— Unverified iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition Apr 22, 2022 Action Recognition Classification
Code Code Available Hyperspectral image classification via a random patches network May 22, 2018 Classification Few-Shot Image Classification
Code Code Available Hierarchically Structured Meta-learning May 13, 2019 Clustering Continual Learning
Code Code Available Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks Oct 3, 2019 Few-Shot Image Classification General Classification
Code Code Available Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning Mar 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Tiny models from tiny data: Textual and null-text inversion for few-shot distillation Jun 5, 2024 Few-Shot Image Classification image-classification
Code Code Available Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks Nov 30, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available 