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 226–250 of 308 papers

TitleStatusHype
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
Synthetic Datasets for Autonomous Driving: A Survey—0
PAXQA: Generating Cross-lingual Question Answering Examples at Training ScaleCode0
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
Generation of artificial facial drug abuse images using Deep De-identified anonymous Dataset augmentation through Genetics Algorithm (3DG-GA)—0
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
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
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 Generation—0
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
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