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 251–300 of 308 papers

TitleStatusHype
SYNOSIS: Image synthesis pipeline for machine vision in metal surface inspection—0
A New Tool for Efficiently Generating Quality Estimation Datasets—0
An Evolutionary Large Language Model for Hallucination Mitigation—0
Synthetic Data and Simulators for Recommendation Systems: Current State and Future Directions—0
DiffAge3D: Diffusion-based 3D-aware Face Aging—0
Dialogizer: Context-aware Conversational-QA Dataset Generation from Textual Sources—0
Diffusion Dataset Generation: Towards Closing the Sim2Real Gap for Pedestrian Detection—0
Diffusion Models for Earth Observation Use-cases: from cloud removal to urban change detection—0
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs—0
DiSECt: A Differentiable Simulator for Parameter Inference and Control in Robotic Cutting—0
Document Retrieval Augmented Fine-Tuning (DRAFT) for safety-critical software assessments—0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter—0
Do Transformers Understand Polynomial Simplification?—0
Synthetic data: How could it be used for infectious disease research?—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
DynScene: Scalable Generation of Dynamic Robotic Manipulation Scenes for Embodied AI—0
EarthquakeNPP: Benchmark Datasets for Earthquake Forecasting with Neural Point Processes—0
Anchored Alignment for Self-Explanations Enhancement—0
Synthetic Dataset Generation for Autonomous Mobile Robots Using 3D Gaussian Splatting for Vision Training—0
Estimating Commonsense Scene Composition on Belief Scene Graphs—0
Unveiling the Invisible: Reasoning Complex Occlusions Amodally with AURA—0
Event-based Star Tracking under Spacecraft Jitter: the e-STURT Dataset—0
Exploration of Cross-lingual Summarization for Kannada-EnglishLanguage Pair—0
DeepWheel: Generating a 3D Synthetic Wheel Dataset for Design and Performance Evaluation—0
Synthetic Dataset Generation for Privacy-Preserving Machine Learning—0
Fairness-Utilization Trade-off in Wireless Networks with Explainable Kolmogorov-Arnold Networks—0
Deep learning-driven scheduling algorithm for a single machine problem minimizing the total tardiness—0
USM-SED - A Dataset for Polyphonic Sound Event Detection in Urban Sound Monitoring Scenarios—0
Fast and Knowledge-Free Deep Learning for General Game Playing (Student Abstract)—0
Feasible Low-thrust Trajectory Identification via a Deep Neural Network Classifier—0
Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems—0
Fineweb-Edu-Ar: Machine-translated Corpus to Support Arabic Small Language Models—0
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models—0
Synthetic Dataset Generation with Itemset-Based Generative Models—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
Deep DIC: Deep Learning-Based Digital Image Correlation for End-to-End Displacement and Strain Measurement—0
From General to Targeted Rewards: Surpassing GPT-4 in Open-Ended Long-Context Generation—0
Synthetic Datasets for Autonomous Driving: A Survey—0
V^2R-Bench: Holistically Evaluating LVLM Robustness to Fundamental Visual Variations—0
DataFreeShield: Defending Adversarial Attacks without Training Data—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
CyberPal.AI: Empowering LLMs with Expert-Driven Cybersecurity Instructions—0
Generation of artificial facial drug abuse images using Deep De-identified anonymous Dataset augmentation through Genetics Algorithm (3DG-GA)—0
Generative Adversarial Networks for anonymous Acneic face dataset generation—0
Generative Dataset Distillation: Balancing Global Structure and Local Details—0
Synthetic Error Dataset Generation Mimicking Bengali Writing Pattern—0
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs—0
Conversational QA Dataset Generation with Answer Revision—0
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