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
Exploring the Impacts from Datasets to Monocular Depth Estimation (MDE) Models with MineNavi—0
MirrorVerse: Pushing Diffusion Models to Realistically Reflect the World—0
Model-Driven Dataset Generation for Data-Driven Battery SOH Models—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
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
Fairness-Utilization Trade-off in Wireless Networks with Explainable Kolmogorov-Arnold Networks—0
BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation—0
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs—0
Fast and Knowledge-Free Deep Learning for General Game Playing (Student Abstract)—0
Diffusion Models for Earth Observation Use-cases: from cloud removal to urban change detection—0
Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems—0
Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning—0
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models—0
A Probabilistic Neural Twin for Treatment Planning in Peripheral Pulmonary Artery Stenosis—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
Diffusion Dataset Generation: Towards Closing the Sim2Real Gap for Pedestrian Detection—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
Cut-and-Paste Dataset Generation for Balancing Domain Gaps in Object Instance Detection—0
DiffAge3D: Diffusion-based 3D-aware Face Aging—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
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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