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 2650 of 308 papers

TitleStatusHype
DiffuGen: Adaptable Approach for Generating Labeled Image Datasets using Stable Diffusion ModelsCode1
Afro-MNIST: Synthetic generation of MNIST-style datasets for low-resource languagesCode1
NeuroGraph: Benchmarks for Graph Machine Learning in Brain ConnectomicsCode1
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMsCode1
PADetBench: Towards Benchmarking Physical Attacks against Object DetectionCode1
Learning-based NLOS Detection and Uncertainty Prediction of GNSS Observations with Transformer-Enhanced LSTM NetworkCode1
Learning to Answer Visual Questions from Web VideosCode1
Image Generation for Efficient Neural Network Training in Autonomous Drone RacingCode1
ColabSfM: Collaborative Structure-from-Motion by Point Cloud RegistrationCode1
Improving Paraphrase Detection with the Adversarial Paraphrasing TaskCode1
LIQUID: A Framework for List Question Answering Dataset GenerationCode1
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and DesignCode1
Chip Placement with Diffusion ModelsCode1
Automated Multi-level Preference for MLLMsCode1
CamDiff: Camouflage Image Augmentation via Diffusion ModelCode1
HM3D-ABO: A Photo-realistic Dataset for Object-centric Multi-view 3D ReconstructionCode1
ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content ModerationCode1
Dataset Diffusion: Diffusion-based Synthetic Dataset Generation for Pixel-Level Semantic SegmentationCode1
Global Tensor Motion PlanningCode1
Bounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation MapCode1
CySecBench: Generative AI-based CyberSecurity-focused Prompt Dataset for Benchmarking Large Language ModelsCode1
Actionet: An Interactive End-To-End Platform For Task-Based Data Collection And Augmentation In 3D EnvironmentCode1
Generalizing Single-View 3D Shape Retrieval to Occlusions and Unseen ObjectsCode1
OpenLS-DGF: An Adaptive Open-Source Dataset Generation Framework for Machine Learning Tasks in Logic SynthesisCode1
Forcing Diffuse Distributions out of Language ModelsCode1
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