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 201–250 of 308 papers

TitleStatusHype
Synthetic Dataset Generation with Itemset-Based Generative Models—0
Synthetic Datasets for Autonomous Driving: A Survey—0
Synthetic Error Dataset Generation Mimicking Bengali Writing Pattern—0
Synthetic-to-real Composite Semantic Segmentation in Additive Manufacturing—0
Synthetic User Behavior Sequence Generation with Large Language Models for Smart Homes—0
Technical report of a DMD-based Characterization Method for Vision Sensors—0
The Big Data Myth: Using Diffusion Models for Dataset Generation to Train Deep Detection Models—0
Through Fog High-Resolution Imaging Using Millimeter Wave Radar—0
Towards a methodology for addressing missingness in datasets, with an application to demographic health datasets—0
Towards Real-World Category-level Articulation Pose Estimation—0
Training dataset generation for bridge game registration—0
TrainSim: A Railway Simulation Framework for LiDAR and Camera Dataset Generation—0
Transfer learning for self-supervised, blind-spot seismic denoising—0
Unbiased General Annotated Dataset Generation—0
Undertrained Image Reconstruction for Realistic Degradation in Blind Image Super-Resolution—0
Unreal Robotics Lab: A High-Fidelity Robotics Simulator with Advanced Physics and Rendering—0
Unsupervised Learning of Shape Concepts - From Real-World Objects to Mental Simulation—0
Unsupervised Multi-label Dataset Generation from Web Data—0
The Invisible Hand: Unveiling Provider Bias in Large Language Models for Code Generation—0
Unveiling the Invisible: Reasoning Complex Occlusions Amodally with AURA—0
USM-SED - A Dataset for Polyphonic Sound Event Detection in Urban Sound Monitoring Scenarios—0
V^2R-Bench: Holistically Evaluating LVLM Robustness to Fundamental Visual Variations—0
ValuePilot: A Two-Phase Framework for Value-Driven Decision-Making—0
VariFace: Fair and Diverse Synthetic Dataset Generation for Face Recognition—0
Vec2Face: Scaling Face Dataset Generation with Loosely Constrained Vectors—0
Visual-tactile Fusion for Transparent Object Grasping in Complex Backgrounds—0
WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval—0
Wireless Sensing With Deep Spectrogram Network and Primitive Based Autoregressive Hybrid Channel Model—0
JeDi: Joint-Image Diffusion Models for Finetuning-Free Personalized Text-to-Image Generation—0
Know Your RAG: Dataset Taxonomy and Generation Strategies for Evaluating RAG Systems—0
Labeling without Seeing? Blind Annotation for Privacy-Preserving Entity Resolution—0
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey—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
JABBERWOCK: A Tool for WebAssembly Dataset Generation and Its Application to Malicious Website DetectionCode0
JAPAGEN: Efficient Few/Zero-shot Learning via Japanese Training Dataset Generation with LLMCode0
IrrMap: A Large-Scale Comprehensive Dataset for Irrigation Method MappingCode0
Transport-Related Surface Detection with Machine Learning: Analyzing Temporal Trends in Madrid and ViennaCode0
SciFaultyQA: Benchmarking LLMs on Faulty Science Question Detection with a GAN-Inspired Approach to Synthetic Dataset GenerationCode0
KoCoSa: Korean Context-aware Sarcasm Detection DatasetCode0
Code Execution as Grounded Supervision for LLM ReasoningCode0
Synth It Like KITTI: Synthetic Data Generation for Object Detection in Driving ScenariosCode0
Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot ExamplesCode0
Learning Camera Miscalibration DetectionCode0
Icy Moon Surface Simulation and Stereo Depth Estimation for Sampling AutonomyCode0
Learning to Compute Gröbner BasesCode0
Learning to Propagate for Graph Meta-LearningCode0
TreeCut: A Synthetic Unanswerable Math Word Problem Dataset for LLM Hallucination EvaluationCode0
seg_3D_by_PC2D: Multi-View Projection for Domain Generalization and Adaptation in 3D Semantic SegmentationCode0
GraphCleaner: Detecting Mislabelled Samples in Popular Graph Learning BenchmarksCode0
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