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 5 ProtoDiff: Learning to Learn Prototypical Networks by Task-Guided Diffusion Jun 26, 2023 Few-Shot Learning Meta-Learning
Code Code Available 5 Cross-domain Few-shot Learning with Task-specific Adapters Jul 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 IM-IAD: Industrial Image Anomaly Detection Benchmark in Manufacturing Jan 31, 2023 Anomaly Detection Continual Learning
Code Code Available 5 Context-Transformer: Tackling Object Confusion for Few-Shot Detection Mar 16, 2020 Diversity Few-Shot Learning
Code Code Available 5 GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning Feb 15, 2021 Few-Shot Learning Gaussian Processes
Code Code Available 5 Context-enriched molecule representations improve few-shot drug discovery Apr 24, 2023 Drug Discovery Few-Shot Learning
Code Code Available 5 Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks Dec 13, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 QAmeleon: Multilingual QA with Only 5 Examples Nov 15, 2022 Few-Shot Learning Question Answering
Code Code Available 5 Compressing Lengthy Context With UltraGist May 26, 2024 Few-Shot Learning
Code Code Available 5 Improving and Simplifying Pattern Exploiting Training Mar 22, 2021 Few-Shot Learning
Code Code Available 5 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 5 IFSS-Net: Interactive Few-Shot Siamese Network for Faster Muscle Segmentation and Propagation in Volumetric Ultrasound Nov 26, 2020 Decoder Few-Shot Learning
Code Code Available 5 IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages Jan 27, 2022 Cross-Modal Retrieval Few-Shot Learning
Code Code Available 5 HyperShot: Few-Shot Learning by Kernel HyperNetworks Mar 21, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network Aug 20, 2024 Action Classification Action Classification (1-shot)
Code Code Available 5 HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning Jan 11, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Image Augmentation for Multitask Few-Shot Learning: Agricultural Domain Use-Case Feb 24, 2021 Denoising Few-Shot Learning
Code Code Available 5 Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models Oct 17, 2023 Document-level Relation Extraction Few-Shot Learning
Code Code Available 5 Cross-Domain Few-Shot Learning by Representation Fusion Oct 13, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Hyperbolic Image Embeddings Apr 3, 2019 Few-Shot Learning General Classification
Code Code Available 5 Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-shot Learning with Hyperspherical Embeddings Mar 16, 2023 Few-Shot Learning
Code Code Available 5 Human few-shot learning of compositional instructions Jan 14, 2019 Few-Shot Learning
Code Code Available 5 HyperMAML: Few-Shot Adaptation of Deep Models with Hypernetworks May 31, 2022 Few-Shot Learning Meta-Learning
Code Code Available 5 Covariate Distribution Aware Meta-learning Jul 6, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Aug 19, 2021 Causal Inference counterfactual
Code Code Available 5 COVID-19 detection from scarce chest x-ray image data using few-shot deep learning approach Feb 11, 2021 Data Augmentation Deep Learning
Code Code Available 5 Consistency-guided Prompt Learning for Vision-Language Models Jun 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available 5 CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Apr 18, 2021 Few-Shot Learning
Code Code Available 5 Constellation Nets for Few-Shot Learning Jan 1, 2021 Clustering Few-Shot Image Classification
Code Code Available 5 ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection Nov 26, 2023 Few-Shot Learning Out-of-Distribution Detection
Code Code Available 5 IEPT: Instance-Level and Episode-Level Pretext Tasks for Few-Shot Learning Jan 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available 5 Cross-Modal Augmentation for Few-Shot Multimodal Fake News Detection Jul 16, 2024 Fake News Detection Few-Shot Learning
Code Code Available 5 Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Jun 24, 2021 Few-Shot Learning Prompt Engineering
Code Code Available 5 Cost-effective Instruction Learning for Pathology Vision and Language Analysis Jul 25, 2024 Few-Shot Learning Language Modelling
Code Code Available 5 CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available 5 ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning Jan 1, 2025 Few-Shot Learning Image Generation
Code Code Available 5 Data Distributional Properties Drive Emergent In-Context Learning in Transformers Apr 22, 2022 Few-Shot Learning In-Context Learning
Code Code Available 5 DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Apr 16, 2025 Few-Shot Learning Interactive Segmentation
Code Code Available 5 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 5 Improving few-shot learning-based protein engineering with evolutionary sampling May 23, 2023 Few-Shot Learning Protein Design
Code Code Available 5 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
Code Code Available 5 DenoiSeg: Joint Denoising and Segmentation May 6, 2020 Denoising Few-Shot Learning
Code Code Available 5 DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
Code Code Available 5 In-Context Learning for Few-Shot Dialogue State Tracking Mar 16, 2022 Dialogue State Tracking Few-Shot Learning
Code Code Available 5 Deeply Coupled Cross-Modal Prompt Learning May 29, 2023 Domain Adaptation Few-Shot Learning
Code Code Available 5 Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study Mar 6, 2020 Few-Shot Learning Model Selection
Code Code Available 5 How Well Do Self-Supervised Models Transfer? Nov 26, 2020 Classifier calibration Few-Shot Learning
Code Code Available 5 Hypernetwork approach to Bayesian MAML Oct 6, 2022 Few-Shot Learning Meta-Learning
Code Code Available 5 