SOTAVerified

Dataset Generation

The task involves enhancing the training of target application (e.g. autonomous driving systems) by generating datasets of diverse and critical elements (e.g. traffic scenarios). Traditional methods rely on expensive and limited datasets, which often fail to capture rare but essential situations that can pose risks during testing.

Papers

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Showing 126–150 of 308 papers

TitleStatusHype
Generating Synthetic Stereo Datasets using 3D Gaussian Splatting and Expert Knowledge Transfer—0
Dialogizer: Context-aware Conversational-QA Dataset Generation from Textual Sources—0
Application of Deep Learning Methods to SNOMED CT Encoding of Clinical Texts: From Data Collection to Extreme Multi-Label Text-Based Classification—0
Low-Biased General Annotated Dataset Generation—0
DeepWheel: Generating a 3D Synthetic Wheel Dataset for Design and Performance Evaluation—0
AutoVCoder: A Systematic Framework for Automated Verilog Code Generation using LLMs—0
Deep learning-driven scheduling algorithm for a single machine problem minimizing the total tardiness—0
Deep DIC: Deep Learning-Based Digital Image Correlation for End-to-End Displacement and Strain Measurement—0
Autonomous Self-Trained Channel State Prediction Method for mmWave Vehicular Communications—0
A New Tool for Efficiently Generating Quality Estimation Datasets—0
An Evolutionary Large Language Model for Hallucination Mitigation—0
Accelerating Edge Intelligence via Integrated Sensing and Communication—0
Automatic UAV-based Airport Pavement Inspection Using Mixed Real and Virtual Scenarios—0
FTSmartAudit: A Knowledge Distillation-Enhanced Framework for Automated Smart Contract Auditing Using Fine-Tuned LLMs—0
LSD3K: A Benchmark for Smoke Removal from Laparoscopic Surgery Images—0
DataFreeShield: Defending Adversarial Attacks without Training Data—0
Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection—0
CyberPal.AI: Empowering LLMs with Expert-Driven Cybersecurity Instructions—0
Automatic dataset generation for specific object detection—0
Anchored Alignment for Self-Explanations Enhancement—0
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs—0
A Data Perspective on Enhanced Identity Preservation for Diffusion Personalization—0
Conversational QA Dataset Generation with Answer Revision—0
Contextual Paralinguistic Data Creation for Multi-Modal Speech-LLM: Data Condensation and Spoken QA Generation—0
HyperFace: Generating Synthetic Face Recognition Datasets by Exploring Face Embedding Hypersphere—0
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