Adversarial Feature Augmentation for Cross-domain Few-shot Classification Aug 23, 2022 Classification Cross-Domain Few-Shot
Code Code Available Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language Mar 6, 2023 Activity Prediction Attribute
Code Code Available Adversarial Feature Hallucination Networks for Few-Shot Learning Mar 30, 2020 Data Augmentation Diversity
Code Code Available Entailment as Few-Shot Learner Apr 29, 2021 Contrastive Learning Data Augmentation
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 Data Distributional Properties Drive Emergent In-Context Learning in Transformers Apr 22, 2022 Few-Shot Learning In-Context Learning
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 Example-Based Named Entity Recognition Aug 24, 2020 Few-Shot Learning named-entity-recognition
Code Code Available Expanding Event Modality Applications through a Robust CLIP-Based Encoder Dec 4, 2024 Few-Shot Learning Object Recognition
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 Attentive Weights Generation for Few Shot Learning via Information Maximization Jun 1, 2020 Classification Few-Shot Image Classification
Code Code Available Exploring Efficient Few-shot Adaptation for Vision Transformers Jan 6, 2023 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 FAPIS: A Few-shot Anchor-free Part-based Instance Segmenter Mar 31, 2021 Few-shot Instance Segmentation Few-Shot 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 FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network Jan 5, 2020 Face Swapping 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 Federated Few-shot Learning Jun 17, 2023 Articles Federated Learning
Code Code Available A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Feb 14, 2021 Federated Learning Few-Shot Learning
Code Code Available FETA: Towards Specializing Foundation Models for Expert Task Applications Sep 8, 2022 Domain Generalization Few-Shot Learning
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 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 bioacoustic event detection at the DCASE 2023 challenge Jun 15, 2023 Event Detection Few-Shot Learning
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 Few-Shot Diffusion Models May 30, 2022 Denoising Few-Shot Learning
Code Code Available Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks Sep 20, 2021 Emotion Classification Emotion Recognition
Code Code Available Few-shot Learner Parameterization by Diffusion Time-steps Mar 5, 2024 Few-Shot Learning Inductive Bias
Code Code Available DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning Jan 1, 2024 Denoising Few-Shot Learning
Code Code Available A Modern Self-Referential Weight Matrix That Learns to Modify Itself Feb 11, 2022 Few-Shot Learning
Code Code Available A Survey of Few-Shot Learning on Graphs: from Meta-Learning to Pre-Training and Prompt Learning Feb 2, 2024 Few-Shot Learning Graph Representation 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 AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters Aug 18, 2021 Few-Shot Learning Transfer Learning
Code Code Available Few-Shot Learning with a Strong Teacher Jul 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Learning with Class Imbalance Jan 7, 2021 Few-Shot Learning Meta-Learning
Code Code Available Few-shot Learning with LSSVM Base Learner and Transductive Modules Sep 12, 2020 Few-Shot Learning Meta-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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