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
RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture—0
Automatic UAV-based Airport Pavement Inspection Using Mixed Real and Virtual Scenarios—0
Model-Driven Dataset Generation for Data-Driven Battery SOH Models—0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution—0
FlowDA: Unsupervised Domain Adaptive Framework for Optical Flow Estimation—0
Fast and Knowledge-Free Deep Learning for General Game Playing (Student Abstract)—0
Pipeline and Dataset Generation for Automated Fact-checking in Almost Any LanguageCode0
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey—0
A Probabilistic Neural Twin for Treatment Planning in Peripheral Pulmonary Artery Stenosis—0
Learning to Compute Gröbner BasesCode0
Masked Face Dataset Generation and Masked Face RecognitionCode0
Diffusion Models for Earth Observation Use-cases: from cloud removal to urban change detection—0
Dialogizer: Context-aware Conversational-QA Dataset Generation from Textual Sources—0
A Data Perspective on Enhanced Identity Preservation for Diffusion Personalization—0
On the Inherent Privacy Properties of Discrete Denoising Diffusion Models—0
Location-Aware Visual Question Generation with Lightweight ModelsCode0
AutoHall: Automated Hallucination Dataset Generation for Large Language Models—0
Dataset Generation and Bonobo Classification from Weakly Labelled VideosCode0
Labeling without Seeing? Blind Annotation for Privacy-Preserving Entity Resolution—0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks—0
Bag of Views: An Appearance-based Approach to Next-Best-View Planning for 3D ReconstructionCode0
Mitosis Detection from Partial Annotation by Dataset Generation via Frame-Order FlippingCode0
The Big Data Myth: Using Diffusion Models for Dataset Generation to Train Deep Detection Models—0
JABBERWOCK: A Tool for WebAssembly Dataset Generation and Its Application to Malicious Website DetectionCode0
GraphCleaner: Detecting Mislabelled Samples in Popular Graph Learning BenchmarksCode0
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 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
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