Feature Generation for Long-tail Classification Nov 10, 2021 Classification Few-Shot Learning
Code Code Available Look Closer to Supervise Better: One-Shot Font Generation via Component-Based Discriminator Apr 30, 2022 Few-Shot Learning Font Generation
Code Code Available Make Prompt-based Black-Box Tuning Colorful: Boosting Model Generalization from Three Orthogonal Perspectives May 14, 2023 Few-Shot Learning Natural Language Understanding
Code Code Available Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
Code Code Available Exploring Efficient Few-shot Adaptation for Vision Transformers Jan 6, 2023 Few-Shot Learning
Code Code Available Easter2.0: Improving convolutional models for handwritten text recognition May 30, 2022 Data Augmentation Few-Shot Learning
Code Code Available Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available Exploring Foundation Models Fine-Tuning for Cytology Classification Nov 22, 2024 Classification Few-Shot Learning
Code Code Available Deeply Coupled Cross-Modal Prompt Learning May 29, 2023 Domain Adaptation Few-Shot Learning
Code Code Available MatchSeg: Towards Better Segmentation via Reference Image Matching Mar 23, 2024 Domain Generalization Few-Shot Learning
Code Code Available Deep Metric Learning for Open World Semantic Segmentation Aug 10, 2021 Autonomous Driving Few-Shot Learning
Code Code Available BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning Jan 1, 2022 Few-Shot Learning
Code Code Available Elaborative Rehearsal for Zero-shot Action Recognition Aug 5, 2021 Action Recognition Few-Shot Learning
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 MetaAudio: A Few-Shot Audio Classification Benchmark Apr 5, 2022 Audio Classification Classification
Code Code Available Defining Benchmarks for Continual Few-Shot Learning Apr 15, 2020 continual few-shot learning Continual Learning
Code Code Available Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis Jul 10, 2024 Data Augmentation Few-Shot Learning
Code Code Available Meta-FDMixup: Cross-Domain Few-Shot Learning Guided by Labeled Target Data Jul 26, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning Jan 1, 2024 Denoising Few-Shot Learning
Code Code Available Discrete and Soft Prompting for Multilingual Models Sep 8, 2021 Few-Shot Learning Natural Language Inference
Code Code Available EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs Dec 27, 2024 EEG Few-Shot Learning
Code Code Available Meta Learning to Bridge Vision and Language Models for Multimodal Few-Shot Learning Feb 28, 2023 Few-Shot Learning Meta-Learning
Code Code Available Meta-Learning via Classifier(-free) Diffusion Guidance Oct 17, 2022 Few-Shot Learning Image Generation
Code Code Available Better Few-Shot Relation Extraction with Label Prompt Dropout Oct 25, 2022 Few-Shot Learning Relation
Code Code Available Meta-learning with differentiable closed-form solvers May 21, 2018 BIG-bench Machine Learning Few-Shot Learning
Code Code Available Better Generalized Few-Shot Learning Even Without Base Data Nov 29, 2022 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available DenoiSeg: Joint Denoising and Segmentation May 6, 2020 Denoising Few-Shot Learning
Code Code Available MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks May 17, 2023 Diversity Few-Shot Learning
Code Code Available MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning Mar 26, 2021 Few-Shot Learning Meta-Learning
Code Code Available MetaScript: Few-Shot Handwritten Chinese Content Generation via Generative Adversarial Networks Dec 25, 2023 Few-Shot Learning
Code Code Available DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning Sep 11, 2023 Few-Shot Learning parameter-efficient fine-tuning
Code Code Available Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Mar 1, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Transfer Learning for Few-Shot Learning Dec 6, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Extending Context Window of Large Language Models via Semantic Compression Dec 15, 2023 Few-Shot Learning Information Retrieval
Code Code Available Design of a Graphical User Interface for Few-Shot Machine Learning Classification of Electron Microscopy Data Jul 21, 2021 Few-Shot Learning Image Segmentation
Code Code Available DETA: Denoised Task Adaptation for Few-Shot Learning Mar 11, 2023 Denoising Few-Shot Learning
Code Code Available Model-Agnostic Few-Shot Open-Set Recognition Jun 18, 2022 Few-Shot Learning model
Code Code Available Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Dec 8, 2023 class-incremental learning Class Incremental Learning
Code Code Available Detecting Hate Speech with GPT-3 Mar 23, 2021 Few-Shot Learning Hate Speech Detection
Code Code Available MSAGPT: Neural Prompting Protein Structure Prediction via MSA Generative Pre-Training Jun 8, 2024 Few-Shot Learning Multiple Sequence Alignment
Code Code Available DETReg: Unsupervised Pretraining with Region Priors for Object Detection Jun 8, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available Few Shot Medical Image Segmentation with Cross Attention Transformer Mar 24, 2023 Few-Shot Learning Image Segmentation
Code Code Available GPr-Net: Geometric Prototypical Network for Point Cloud Few-Shot Learning Apr 12, 2023 Computational Efficiency Few-Shot 3D Point Cloud Classification
Code Code Available LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5 Oct 14, 2021 Few-Shot Learning
Code Code Available Dialogue for Prompting: a Policy-Gradient-Based Discrete Prompt Generation for Few-shot Learning Aug 14, 2023 Few-Shot Learning Reinforcement Learning (RL)
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 Multitask Pre-training of Modular Prompt for Chinese Few-Shot Learning Oct 14, 2022 Few-Shot Learning Machine Reading Comprehension
Code Code Available DiffCLIP: Few-shot Language-driven Multimodal Classifier Dec 10, 2024 Few-Shot Learning
Code Code Available POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection May 2, 2022 Articles Few-Shot Learning
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