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 151175 of 305 papers

TitleStatusHype
Population Template-Based Brain Graph Augmentation for Improving One-Shot Learning Classification0
Position and Orientation-Aware One-Shot Learning for Medical Action Recognition from Signal Data0
A Generative Model For Electron Paths0
Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning0
PVChat: Personalized Video Chat with One-Shot Learning0
Quadruplet Network with One-Shot Learning for Fast Visual Object Tracking0
Rapid Learning of Spatial Representations for Goal-Directed Navigation Based on a Novel Model of Hippocampal Place Fields0
RC-DARTS: Resource Constrained Differentiable Architecture Search0
Reddit-Impacts: A Named Entity Recognition Dataset for Analyzing Clinical and Social Effects of Substance Use Derived from Social Media0
Reinforcing Generated Images via Meta-learning for One-Shot Fine-Grained Visual Recognition0
RePD: Defending Jailbreak Attack through a Retrieval-based Prompt Decomposition Process0
Representing Signs as Signs: One-Shot ISLR to Facilitate Functional Sign Language Technologies0
Resource Constrained Dialog Policy Learning via Differentiable Inductive Logic Programming0
Response Matching for generating materials and molecules0
Robust One Shot Audio to Video Generation0
Rotation Invariance Neural Network0
ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition0
Similarity Learning Networks for Animal Individual Re-Identification -- Beyond the Capabilities of a Human Observer0
Sleep Posture One-Shot Learning Framework Using Kinematic Data Augmentation: In-Silico and In-Vivo Case Studies0
Sorted Pooling in Convolutional Networks for One-shot Learning0
SparseDFF: Sparse-View Feature Distillation for One-Shot Dexterous Manipulation0
Tackling Early Sparse Gradients in Softmax Activation Using Leaky Squared Euclidean Distance0
Task Adaptive Feature Transformation for One-Shot Learning0
Task Specific Adversarial Cost Function0
Temporal credit assignment for one-shot learning utilizing a phase transition material0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Siamese Neural NetworkAccuracy97.5Unverified