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 101–150 of 308 papers

TitleStatusHype
A Recursive Framework for Expression Recognition: From Web Images to Deep Models to Game Dataset—0
Accelerating PDE Data Generation via Differential Operator Action in Solution Space—0
Methodology for the Automated Metadata-Based Classification of Incriminating Digital Forensic Artefacts—0
Block and Detail: Scaffolding Sketch-to-Image Generation—0
Event-based Star Tracking under Spacecraft Jitter: the e-STURT Dataset—0
Exploration of Cross-lingual Summarization for Kannada-EnglishLanguage Pair—0
MotorFactory: A Blender Add-on for Large Dataset Generation of Small Electric Motors—0
MVTrans: Multi-View Perception of Transparent Objects—0
Fairness-Utilization Trade-off in Wireless Networks with Explainable Kolmogorov-Arnold Networks—0
Document Retrieval Augmented Fine-Tuning (DRAFT) for safety-critical software assessments—0
DiSECt: A Differentiable Simulator for Parameter Inference and Control in Robotic Cutting—0
BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation—0
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs—0
Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems—0
Diffusion Models for Earth Observation Use-cases: from cloud removal to urban change detection—0
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models—0
Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning—0
FlowDA: Unsupervised Domain Adaptive Framework for Optical Flow Estimation—0
FMSD-TTS: Few-shot Multi-Speaker Multi-Dialect Text-to-Speech Synthesis for Ü-Tsang, Amdo and Kham Speech Dataset Generation—0
A Probabilistic Neural Twin for Treatment Planning in Peripheral Pulmonary Artery Stenosis—0
From General to Targeted Rewards: Surpassing GPT-4 in Open-Ended Long-Context Generation—0
Channel Modeling Aided Dataset Generation for AI-Enabled CSI Feedback: Advances, Challenges, and Solutions—0
Diffusion Dataset Generation: Towards Closing the Sim2Real Gap for Pedestrian Detection—0
Cut-and-Paste Dataset Generation for Balancing Domain Gaps in Object Instance Detection—0
Generating Synthetic Ground Truth Distributions for Multi-step Trajectory Prediction using Probabilistic Composite Bézier Curves—0
Generating Synthetic Stereo Datasets using 3D Gaussian Splatting and Expert Knowledge Transfer—0
DiffAge3D: Diffusion-based 3D-aware Face Aging—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
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
Learning Wireless Data Knowledge Graph for Green Intelligent Communications: Methodology and Experiments—0
FTSmartAudit: A Knowledge Distillation-Enhanced Framework for Automated Smart Contract Auditing Using Fine-Tuned LLMs—0
Low-Biased General Annotated Dataset Generation—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
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