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

Showing 101125 of 308 papers

TitleStatusHype
E-Gen: Leveraging E-Graphs to Improve Continuous Representations of Symbolic ExpressionsCode0
Enhancing Clinical Models with Pseudo Data for De-identificationCode0
Location-Aware Visual Question Generation with Lightweight ModelsCode0
Bag of Views: An Appearance-based Approach to Next-Best-View Planning for 3D ReconstructionCode0
LoFT: LoRA-fused Training Dataset Generation with Few-shot GuidanceCode0
NToP: NeRF-Powered Large-scale Dataset Generation for 2D and 3D Human Pose Estimation in Top-View Fisheye ImagesCode0
Learning Camera Miscalibration DetectionCode0
KoCoSa: Korean Context-aware Sarcasm Detection DatasetCode0
Building Large Machine Reading-Comprehension Datasets using Paragraph VectorsCode0
Fonts-2-Handwriting: A Seed-Augment-Train framework for universal digit classificationCode0
Learning to Compute Gröbner BasesCode0
F-ANcGAN: An Attention-Enhanced Cycle Consistent Generative Adversarial Architecture for Synthetic Image Generation of NanoparticlesCode0
Dataset Generation and Bonobo Classification from Weakly Labelled VideosCode0
Segmenting Unknown 3D Objects from Real Depth Images using Mask R-CNN Trained on Synthetic DataCode0
Automating 3D Dataset Generation with Neural Radiance FieldsCode0
A Dataset Generation Toolbox for Dynamic Security Assessment: On the Role of the Security BoundaryCode0
Learning to Propagate for Graph Meta-LearningCode0
Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot ExamplesCode0
LeagueAI: Improving object detector performance and flexibility through automatically generated training data and domain randomizationCode0
IrrMap: A Large-Scale Comprehensive Dataset for Irrigation Method MappingCode0
Icy Moon Surface Simulation and Stereo Depth Estimation for Sampling AutonomyCode0
GAN-Leaks: A Taxonomy of Membership Inference Attacks against Generative ModelsCode0
JABBERWOCK: A Tool for WebAssembly Dataset Generation and Its Application to Malicious Website DetectionCode0
Geometric Generality of Transformer-Based Gröbner Basis ComputationCode0
Communicating Smartly in the Molecular Domain: Neural Networks in the Internet of Bio-Nano ThingsCode0
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