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 1–50 of 305 papers

TitleStatusHype
PsyDT: Using LLMs to Construct the Digital Twin of Psychological Counselor with Personalized Counseling Style for Psychological CounselingCode3
Ludwig: a type-based declarative deep learning toolboxCode3
Prototypical Networks for Few-shot LearningCode2
One-Shot Learning for Pose-Guided Person Image Synthesis in the WildCode1
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese NetworkCode1
Latent Diffusion Model-Enabled Low-Latency Semantic Communication in the Presence of Semantic Ambiguities and Wireless Channel NoisesCode1
One-Shot Learning as Instruction Data Prospector for Large Language ModelsCode1
An In-Depth Evaluation of Federated Learning on Biomedical Natural Language ProcessingCode1
UOD: Universal One-shot Detection of Anatomical LandmarksCode1
CoreDiff: Contextual Error-Modulated Generalized Diffusion Model for Low-Dose CT Denoising and GeneralizationCode1
BaseTransformers: Attention over base data-points for One Shot LearningCode1
FETA: Towards Specializing Foundation Models for Expert Task ApplicationsCode1
Recursive Least-Squares Estimator-Aided Online Learning for Visual TrackingCode1
Differentiable Wavetable SynthesisCode1
EfficientWord-Net: An Open Source Hotword Detection Engine based on One-shot LearningCode1
Self-Supervised Generative Style Transfer for One-Shot Medical Image SegmentationCode1
Detecting Hate Speech with GPT-3Code1
One Line To Rule Them All: Generating LO-Shot Soft-Label PrototypesCode1
Echo-SyncNet: Self-supervised Cardiac View Synchronization in EchocardiographyCode1
'Less Than One'-Shot Learning: Learning N Classes From M<N SamplesCode1
One-shot Text Field Labeling using Attention and Belief Propagation for Structure Information ExtractionCode1
Grounded Language Learning Fast and SlowCode1
An Overview of Deep Learning Architectures in Few-Shot Learning DomainCode1
One-Shot Learning for Language ModellingCode1
Anatomical Data Augmentation via Fluid-based Image RegistrationCode1
Efficient implementations of echo state network cross-validationCode1
Adjoined Networks: A Training Paradigm with Applications to Network CompressionCode1
One-Shot Recognition of Manufacturing Defects in Steel SurfacesCode1
Typilus: Neural Type HintsCode1
Efficient Cross-Validation of Echo State NetworksCode1
One-Shot Instance SegmentationCode1
Dynamic Few-Shot Visual Learning without ForgettingCode1
One-Shot Learning for Semantic SegmentationCode1
Model-Agnostic Meta-Learning for Fast Adaptation of Deep NetworksCode1
Matching Networks for One Shot LearningCode1
Adaptive Noise Resilient Keyword Spotting Using One-Shot Learning—0
Interactive Instance Annotation with Siamese Networks—0
Federated One-Shot Learning with Data Privacy and Objective-Hiding—0
Transductive One-Shot Learning Meet Subspace Decomposition—0
PVChat: Personalized Video Chat with One-Shot Learning—0
Representing Signs as Signs: One-Shot ISLR to Facilitate Functional Sign Language Technologies—0
One-Shot Learning for k-SAT—0
Mathematics of Digital Twins and Transfer Learning for PDE Models—0
The use of large language models to enhance cancer clinical trial educational materials—0
Fusion Matters: Learning Fusion in Deep Click-through Rate Prediction ModelsCode0
Take Package as Language: Anomaly Detection Using TransformerCode0
One-Shot Manipulation Strategy Learning by Making Contact Analogies—0
Supervised Learning without Backpropagation using Spike-Timing-Dependent Plasticity for Image RecognitionCode0
RePD: Defending Jailbreak Attack through a Retrieval-based Prompt Decomposition Process—0
SeqNet: Sequential Networks for One-Shot Traffic Sign Recognition With Transfer LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Siamese Neural NetworkAccuracy97.5—Unverified