Improved Few-Shot Image Classification Through Multiple-Choice Questions Jul 23, 2024 Articles Few-Shot Image Classification
— Unverified Assessing Sample Quality via the Latent Space of Generative Models Jul 21, 2024 Few-Shot Image Classification image-classification
Code Code Available Siamese Transformer Networks for Few-shot Image Classification Jul 16, 2024 Classification Few-Shot Image Classification
— Unverified Improving Hyperbolic Representations via Gromov-Wasserstein Regularization Jul 15, 2024 Few-Shot Image Classification image-classification
— Unverified Cooperative Meta-Learning with Gradient Augmentation Jun 7, 2024 Few-Shot Image Classification image-classification
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 Class-relevant Patch Embedding Selection for Few-Shot Image Classification May 6, 2024 Computational Efficiency feature selection
— Unverified Variational Neuron Shifting for Few-Shot Image Classification Across Domains May 1, 2024 Bayesian Inference Few-Shot Image Classification
— Unverified Frozen Feature Augmentation for Few-Shot Image Classification Mar 15, 2024 Classification Data Augmentation
— Unverified Few-Shot Image Classification and Segmentation as Visual Question Answering Using Vision-Language Models Mar 15, 2024 Few-Shot Image Classification image-classification
— Unverified Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes Jan 29, 2024 Cross-Domain Few-Shot Few-Shot Image Classification
Code Code Available LDCA: Local Descriptors with Contextual Augmentation for Few-Shot Learning Jan 24, 2024 Classification Few-Shot Image Classification
— Unverified RAFIC: Retrieval-Augmented Few-shot Image Classification Dec 11, 2023 Classification Few-Shot Image Classification
Code Code Available TALDS-Net: Task-Aware Adaptive Local Descriptors Selection for Few-shot Image Classification Dec 9, 2023 Few-Shot Image Classification image-classification
— Unverified Few-Shot Classification & Segmentation Using Large Language Models Agent Nov 19, 2023 Classification Few-Shot Image Classification
— Unverified Are LSTMs Good Few-Shot Learners? Oct 22, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Subspace Adaptation Prior for Few-Shot Learning Oct 13, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available PrototypeFormer: Learning to Explore Prototype Relationships for Few-shot Image Classification Oct 5, 2023 Classification Contrastive Learning
— Unverified Logarithm-transform aided Gaussian Sampling for Few-Shot Learning Sep 28, 2023 Classification Few-Shot Image Classification
Code Code Available MVP: Meta Visual Prompt Tuning for Few-Shot Remote Sensing Image Scene Classification Sep 17, 2023 Data Augmentation Diversity
— Unverified PRE: Vision-Language Prompt Learning with Reparameterization Encoder Sep 14, 2023 Few-Shot Image Classification Prompt Engineering
Code Code Available Support-Set Context Matters for Bongard Problems Sep 7, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Knowledge-Aware Prompt Tuning for Generalizable Vision-Language Models Aug 22, 2023 Few-Shot Image Classification image-classification
— Unverified Few-shot Image Classification based on Gradual Machine Learning Jul 28, 2023 Classification Few-Shot Image Classification
— Unverified DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation Jul 28, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 