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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 176–200 of 305 papers

TitleStatusHype
User-in-the-loop Adaptive Intent Detection for Instructable Digital AssistantCode0
Learning similarity measures from data—0
RC-DARTS: Resource Constrained Differentiable Architecture Search—0
Few-Shot Knowledge Graph CompletionCode0
Verbal Programming of Robot Behavior—0
Meta-Reinforced Synthetic Data for One-Shot Fine-Grained Visual RecognitionCode0
One-shot learning and behavioral eligibility traces in sequential decision making—0
Improving Siamese Networks for One Shot Learning using Kernel Based Activation functionsCode0
Generative One-Shot Face Recognition—0
Compositional Embeddings: Joint Perception and Comparison of Class Label Sets—0
Multimodal Continuation-style Architectures for Human-Robot Interaction—0
Ludwig: a type-based declarative deep learning toolboxCode3
Learning in Text Streams: Discovery and Disambiguation of Entity and Relation Instances—0
Augmented Memory Networks for Streaming-Based Active One-Shot Learning—0
Efficient Cross-Validation of Echo State NetworksCode1
A Kings Ransom for Encryption: Ransomware Classification using Augmented One-Shot Learning and Bayesian ApproximationCode0
Non-Local Representation based Mutual Affine-Transfer Network for Photorealistic StylizationCode0
Automatic detection of rare pathologies in fundus photographs using few-shot learning—0
One Shot Learning for Deformable Medical Image Registration and Periodic Motion TrackingCode0
Attention-Based Multi-Context Guiding for Few-Shot Semantic Segmentation—0
HalalNet: A Deep Neural Network that Classifies the Halalness Slaughtered Chicken from their Images—0
Learning Relational Representations by Analogy using Hierarchical Siamese Networks—0
Measuring Immediate Adaptation Performance for Neural Machine Translation—0
A Hippocampus Model for Online One-Shot Storage of Pattern Sequences—0
Image Deformation Meta-Networks for One-Shot LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Siamese Neural NetworkAccuracy97.5—Unverified