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
JABBERWOCK: A Tool for WebAssembly Dataset Generation and Its Application to Malicious Website DetectionCode0
GraphCleaner: Detecting Mislabelled Samples in Popular Graph Learning BenchmarksCode0
Sim-Suction: Learning a Suction Grasp Policy for Cluttered Environments Using a Synthetic BenchmarkCode1
Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic TasksCode1
Sim-MEES: Modular End-Effector System Grasping Dataset for Mobile Manipulators in Cluttered EnvironmentsCode0
Diffusion Dataset Generation: Towards Closing the Sim2Real Gap for Pedestrian Detection—0
Zero-shot racially balanced dataset generation using an existing biased StyleGAN2Code0
Benchmark dataset and instance generator for Real-World Three-Dimensional Bin Packing Problems—0
PAXQA: Generating Cross-lingual Question Answering Examples at Training ScaleCode0
Synthetic Datasets for Autonomous Driving: A Survey—0
ML-based Approaches for Wireless NLOS Localization: Input Representations and Uncertainty Estimation—0
Cashew dataset generation using augmentation and RaLSGAN and a transfer learning based tinyML approach towards disease detection—0
DCFace: Synthetic Face Generation with Dual Condition Diffusion ModelCode1
Generation of artificial facial drug abuse images using Deep De-identified anonymous Dataset augmentation through Genetics Algorithm (3DG-GA)—0
CamDiff: Camouflage Image Augmentation via Diffusion ModelCode1
SimbaML: Connecting Mechanistic Models and Machine Learning with Augmented DataCode0
TrainSim: A Railway Simulation Framework for LiDAR and Camera Dataset Generation—0
MVTrans: Multi-View Perception of Transparent Objects—0
LIQUID: A Framework for List Question Answering Dataset GenerationCode1
MotorFactory: A Blender Add-on for Large Dataset Generation of Small Electric Motors—0
HandsOff: Labeled Dataset Generation With No Additional Human Annotations—0
Visual-tactile Fusion for Transparent Object Grasping in Complex Backgrounds—0
Towards Realistic Underwater Dataset Generation and Color RestorationCode0
Generative Adversarial Networks for anonymous Acneic face dataset generation—0
Towards a methodology for addressing missingness in datasets, with an application to demographic health datasets—0
ProGen: Progressive Zero-shot Dataset Generation via In-context FeedbackCode1
Scrape, Cut, Paste and Learn: Automated Dataset Generation Applied to Parcel LogisticsCode1
Synthetic-to-real Composite Semantic Segmentation in Additive Manufacturing—0
SDW-ASL: A Dynamic System to Generate Large Scale Dataset for Continuous American Sign Language—0
Synthetic Dataset Generation for Privacy-Preserving Machine Learning—0
A Framework for Large Scale Synthetic Graph Dataset GenerationCode0
Transfer learning for self-supervised, blind-spot seismic denoising—0
Comparison of synthetic dataset generation methods for medical intervention rooms using medical clothing detection as an example—0
Conversational QA Dataset Generation with Answer Revision—0
On the Elements of Datasets for Cyber Physical Systems Security—0
Semantic Segmentation for Autonomous Driving: Model Evaluation, Dataset Generation, Perspective Comparison, and Real-Time CapabilityCode0
RealFlow: EM-based Realistic Optical Flow Dataset Generation from VideosCode1
Synthetic Dataset Generation for Adversarial Machine Learning ResearchCode6
Automatic dataset generation for specific object detection—0
HM3D-ABO: A Photo-realistic Dataset for Object-centric Multi-view 3D ReconstructionCode1
A universal synthetic dataset for machine learning on spectroscopic dataCode0
Bias Reduction via Cooperative Bargaining in Synthetic Graph Dataset GenerationCode0
Learning to Answer Visual Questions from Web VideosCode1
Going Beyond RF: How AI-enabled Multimodal Beamforming will Shape the NextG Standard—0
DiSECt: A Differentiable Simulator for Parameter Inference and Control in Robotic Cutting—0
Closing the Loop: A Framework for Trustworthy Machine Learning in Power SystemsCode0
A Semi-Synthetic Dataset Generation Framework for Causal Inference in Recommender SystemsCode0
ZeroGen: Efficient Zero-shot Learning via Dataset GenerationCode1
Feasible Low-thrust Trajectory Identification via a Deep Neural Network Classifier—0
ADG-Pose: Automated Dataset Generation for Real-World Human Pose EstimationCode0
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