Adversarial Feature Augmentation for Cross-domain Few-shot Classification Aug 23, 2022 Classification Cross-Domain Few-Shot
Code Code Available Enhancing Few-shot Image Classification with Cosine Transformer Nov 13, 2022 Classification Few-Shot Image Classification
Code Code Available Adversarial Feature Hallucination Networks for Few-Shot Learning Mar 30, 2020 Data Augmentation Diversity
Code Code Available ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Apr 26, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set Framework Aug 27, 2021 Anomaly Detection Defect Detection
Code Code Available DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Apr 16, 2025 Few-Shot Learning Interactive Segmentation
Code Code Available Attentive Weights Generation for Few Shot Learning via Information Maximization Jun 1, 2020 Classification Few-Shot Image Classification
Code Code Available Expanding Event Modality Applications through a Robust CLIP-Based Encoder Dec 4, 2024 Few-Shot Learning Object Recognition
Code Code Available Explanation-Guided Training for Cross-Domain Few-Shot Classification Jul 17, 2020 Classification Cross-Domain Few-Shot
Code Code Available An Overview of Deep Learning Architectures in Few-Shot Learning Domain Aug 12, 2020 Deep Learning Few-Shot Learning
Code Code Available Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation Jun 1, 2021 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available RARR: Researching and Revising What Language Models Say, Using Language Models Oct 17, 2022 Few-Shot Learning Language Modeling
Code Code Available Exploring Foundation Models Fine-Tuning for Cytology Classification Nov 22, 2024 Classification Few-Shot Learning
Code Code Available Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning Models Dec 16, 2022 Few-Shot Learning Gesture Recognition
Code Code Available Feature Generation for Long-tail Classification Nov 10, 2021 Classification Few-Shot Learning
Code Code Available Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Jun 24, 2021 Few-Shot Learning Prompt Engineering
Code Code Available A Prompt Learning Framework for Source Code Summarization Dec 26, 2023 Code Summarization Few-Shot Learning
Code Code Available AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT Nov 14, 2022 Domain Adaptation Fact Verification
Code Code Available D^2ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition Dec 3, 2023 Action Recognition Few-Shot action recognition
Code Code Available FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Jul 15, 2021 Few-Shot Learning Machine Reading Comprehension
Code Code Available A Rationale-Centric Framework for Human-in-the-loop Machine Learning Mar 24, 2022 BIG-bench Machine Learning Few-Shot Learning
Code Code Available A Few-shot Learning Approach for Historical Ciphered Manuscript Recognition Sep 26, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models Sep 21, 2024 Few-Shot Learning Instruction Following
Code Code Available Few-Shot Bot: Prompt-Based Learning for Dialogue Systems Oct 15, 2021 Chatbot Dialogue State Tracking
Code Code Available Few-Shot Diffusion Models May 30, 2022 Denoising Few-Shot Learning
Code Code Available Few-Shot Document-Level Relation Extraction May 4, 2022 Document-level Relation Extraction Domain Adaptation
Code Code Available Few-shot Learner Parameterization by Diffusion Time-steps Mar 5, 2024 Few-Shot Learning Inductive Bias
Code Code Available Few-Shot Learning by Dimensionality Reduction in Gradient Space Jun 7, 2022 Dimensionality Reduction Few-Shot Learning
Code Code Available Few-shot Decoding of Brain Activation Maps Oct 23, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few Shot Learning Framework to Reduce Inter-observer Variability in Medical Images Aug 7, 2020 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 Artistic Glyph Image Synthesis via One-Stage Few-Shot Learning Oct 11, 2019 Few-Shot Learning Image Generation
Code Code Available A Modern Self-Referential Weight Matrix That Learns to Modify Itself Feb 11, 2022 Few-Shot Learning
Code Code Available Few-shot Learning with Class-Covariance Metric for Hyperspectral Image Classification Jul 26, 2022 Few-Shot Learning Hyperspectral Image Classification
Code Code Available Few-shot Learning with LSSVM Base Learner and Transductive Modules Sep 12, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few-shot Learning with Multilingual Language Models Dec 20, 2021 Cross-Lingual Transfer Few-Shot Learning
Code Code Available A Simple Exponential Family Framework for Zero-Shot Learning Jul 25, 2017 Attribute Few-Shot Learning
Code Code Available A Closer Look at Few-Shot 3D Point Cloud Classification Mar 31, 2023 3D Point Cloud Classification Few-Shot 3D Point Cloud Classification
Code Code Available Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Sep 9, 2023 Diversity Few-Shot Learning
Code Code Available AskIt: Unified Programming Interface for Programming with Large Language Models Aug 29, 2023 Code Generation Few-Shot Learning
Code Code Available Cross-domain Few-shot Object Detection with Multi-modal Textual Enrichment Feb 23, 2025 Cross-Domain Few-Shot Cross-Domain Few-Shot Object Detection
Code Code Available Few-Shot Named Entity Recognition: A Comprehensive Study Dec 29, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few-shot Network Anomaly Detection via Cross-network Meta-learning Feb 22, 2021 Anomaly Detection Few-Shot Learning
Code Code Available Few-shot Object Detection via Feature Reweighting Dec 5, 2018 Few-Shot Learning Few-Shot Object Detection
Code Code Available A Closer Look at Few-shot Classification Apr 8, 2019 Domain Generalization Few-Shot Learning
Code Code Available FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models Sep 4, 2021 Few-Shot Learning Question Answering
Code Code Available CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network Aug 20, 2024 Action Classification Action Classification (1-shot)
Code Code Available COVID-19 detection from scarce chest x-ray image data using few-shot deep learning approach Feb 11, 2021 Data Augmentation Deep Learning
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