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 251275 of 305 papers

TitleStatusHype
Generalization in Machine Learning via Analytical Learning TheoryCode0
One-Shot Imitation from Observing Humans via Domain-Adaptive Meta-LearningCode0
Annotation-Free and One-Shot Learning for Instance Segmentation of Homogeneous Object Clusters0
Weakly Supervised One-Shot Detection with Attention Similarity Networks0
VOCABULARY-INFORMED VISUAL FEATURE AUGMENTATION FOR ONE-SHOT LEARNING0
Make SVM great again with Siamese kernel for few-shot learningCode0
Max-Margin Invariant Features from Transformed Unlabelled Data0
MAVOT: Memory-Augmented Video Object Tracking0
DART: Distribution Aware Retinal Transform for Event-based Cameras0
Max-Margin Invariant Features from Transformed Unlabeled Data0
Improving One-Shot Learning through Fusing Side Information0
One-Shot Learning for Semantic SegmentationCode1
Continual One-Shot Learning of Hidden Spike-Patterns with Neural Network Simulation Expansion and STDP Convergence Predictions0
One-Shot Learning in Discriminative Neural Networks0
The Complex Negotiation Dialogue Game0
One-Shot Metric Learning for Person Re-Identification0
Multi-Attention Network for One Shot Learning0
A Unified approach for Conventional Zero-shot, Generalized Zero-shot and Few-shot Learning0
Cognitive Psychology for Deep Neural Networks: A Shape Bias Case Study0
Rotation Invariance Neural Network0
Toward Optimal Run Racing: Application to Deep Learning Calibration0
Quadruplet Network with One-Shot Learning for Fast Visual Object Tracking0
Comparison of Maximum Likelihood and GAN-based training of Real NVPs0
Distributional Modeling on a Diet: One-shot Word Learning from Text Only0
One-Shot Neural Cross-Lingual Transfer for Paradigm Completion0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Siamese Neural NetworkAccuracy97.5Unverified