SOTAVerified

One-Shot Learning

One-shot learning is the task of learning information about object categories from a single training example.

( Image credit: Siamese Neural Networks for One-shot Image Recognition )

Papers

Showing 101150 of 305 papers

TitleStatusHype
Compositional Embeddings: Joint Perception and Comparison of Class Label Sets0
Adaptive Noise Resilient Keyword Spotting Using One-Shot Learning0
HalalNet: A Deep Neural Network that Classifies the Halalness Slaughtered Chicken from their Images0
Harmonization Across Imaging Locations(HAIL): One-Shot Learning for Brain MRI0
Harnessing Geometric Constraints from Emotion Labels to improve Face Verification0
HDTest: Differential Fuzz Testing of Brain-Inspired Hyperdimensional Computing0
HDXplore: Automated Blackbox Testing of Brain-Inspired Hyperdimensional Computing0
High-dimensional separability for one- and few-shot learning0
Improving Knowledge Extraction from LLMs for Task Learning through Agent Analysis0
Improving One-Shot Learning through Fusing Side Information0
AROS: Affordance Recognition with One-Shot Human Stances0
InsertionNet 2.0: Minimal Contact Multi-Step Insertion Using Multimodal Multiview Sensory Input0
Multi-Attention Network for One Shot Learning0
Inverting The Generator Of A Generative Adversarial Network0
Investigation of using disentangled and interpretable representations with language conditioning for cross-lingual voice conversion0
Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images0
Covariance of Motion and Appearance Featuresfor Spatio Temporal Recognition Tasks0
KIT Lecture Translator: Multilingual Speech Translation with One-Shot Learning0
Multimodal Continuation-style Architectures for Human-Robot Interaction0
Npix2Cpix: A GAN-Based Image-to-Image Translation Network With Retrieval- Classification Integration for Watermark Retrieval From Historical Document Images0
Learning feed-forward one-shot learners0
Learning from limited datasets: Implications for Natural Language Generation and Human-Robot Interaction0
Discovering objects and their relations from entangled scene representations0
Augmented Memory Networks for Streaming-Based Active One-Shot Learning0
Learning in Text Streams: Discovery and Disambiguation of Entity and Relation Instances0
DeepRING: Learning Roto-translation Invariant Representation for LiDAR based Place Recognition0
One-Shot Learning for Text-to-SQL Generation0
Leveraging Weakly Annotated Data for Hate Speech Detection in Code-Mixed Hinglish: A Feasibility-Driven Transfer Learning Approach with Large Language Models0
Leveraging Siamese Networks for One-Shot Intrusion Detection Model0
A Model of Zero-Shot Learning of Spoken Language Understanding0
Modeling Time Series Similarity with Siamese Recurrent Networks0
Learning to Support: Exploiting Structure Information in Support Sets for One-Shot Learning0
Learning to Segment Anatomical Structures Accurately from One Exemplar0
Depression Status Estimation by Deep Learning based Hybrid Multi-Modal Fusion Model0
Attention-Based Multi-Context Guiding for Few-Shot Semantic Segmentation0
Demystification of Few-shot and One-shot Learning0
Memory Matching Networks for One-Shot Image Recognition0
Lifelong Machine Learning for Topic Modeling and Beyond0
Little Giants: Exploring the Potential of Small LLMs as Evaluation Metrics in Summarization in the Eval4NLP 2023 Shared Task0
LLMs are One-Shot URL Classifiers and Explainers0
Low Data Drug Discovery with One-shot Learning0
Metalearning with Hebbian Fast Weights0
Augmented Memory Networks for Streaming-Based Active One-Shot Learning0
DeepWriteSYN: On-Line Handwriting Synthesis via Deep Short-Term Representations0
Mathematics of Digital Twins and Transfer Learning for PDE Models0
MAVOT: Memory-Augmented Video Object Tracking0
Learning similarity measures from data0
Max-Margin Invariant Features from Transformed Unlabelled Data0
Measuring Immediate Adaptation Performance for Neural Machine Translation0
Adaptive Local-Component-aware Graph Convolutional Network for One-shot Skeleton-based Action Recognition0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Siamese Neural NetworkAccuracy97.5Unverified