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
One-Shot Federated Learning with Classifier-Free Diffusion Models—0
On the Elements of Datasets for Cyber Physical Systems Security—0
On the Inherent Privacy Properties of Discrete Denoising Diffusion Models—0
Autonomous Self-Trained Channel State Prediction Method for mmWave Vehicular Communications—0
Training dataset generation for bridge game registration—0
Automatic UAV-based Airport Pavement Inspection Using Mixed Real and Virtual Scenarios—0
Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection—0
Automatic dataset generation for specific object detection—0
TrainSim: A Railway Simulation Framework for LiDAR and Camera Dataset Generation—0
Transfer learning for self-supervised, blind-spot seismic denoising—0
Automatic Dataset Generation for Knowledge Intensive Question Answering Tasks—0
Automated dataset generation for image recognition using the example of taxonomy—0
Prompts as Auto-Optimized Training Hyperparameters: Training Best-in-Class IR Models from Scratch with 10 Gold Labels—0
Pseudo Dataset Generation for Out-of-Domain Multi-Camera View Recommendation—0
AutoHall: Automated Hallucination Dataset Generation for Large Language Models—0
Radar Artifact Labeling Framework (RALF): Method for Plausible Radar Detections in Datasets—0
RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture—0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution—0
A systematic dataset generation technique applied to data-driven automotive aerodynamics—0
Realistic Surgical Image Dataset Generation Based On 3D Gaussian Splatting—0
Real-time object detection and robotic manipulation for agriculture using a YOLO-based learning approach—0
A Seed-Augment-Train Framework for Universal Digit Classification—0
Reasoning Inconsistencies and How to Mitigate Them in Deep Learning—0
Reconstruction-based Pairwise Depth Dataset for Depth Image Enhancement Using CNN—0
WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval—0
Wireless Sensing With Deep Spectrogram Network and Primitive Based Autoregressive Hybrid Channel Model—0
Robo2VLM: Visual Question Answering from Large-Scale In-the-Wild Robot Manipulation Datasets—0
Scalable Reverse Image Search Engine for NASAWorldview—0
Scalable Video-to-Dataset Generation for Cross-Platform Mobile Agents—0
A Data Perspective on Enhanced Identity Preservation for Diffusion Personalization—0
Artificial Neural Network for Resource Allocation in Laser-based Optical wireless Networks—0
SDW-ASL: A Dynamic System to Generate Large Scale Dataset for Continuous American Sign Language—0
SEC-QA: A Systematic Evaluation Corpus for Financial QA—0
Unbiased General Annotated Dataset Generation—0
Undertrained Image Reconstruction for Realistic Degradation in Blind Image Super-Resolution—0
Selection of Waveform Parameters Using Machine Learning for 5G and Beyond—0
A Chinese Machine Reading Comprehension Dataset Automatic Generated Based on Knowledge Graph—0
Full-range Head Pose Geometric Data Augmentations—0
Unreal Robotics Lab: A High-Fidelity Robotics Simulator with Advanced Physics and Rendering—0
Unsupervised Learning of Shape Concepts - From Real-World Objects to Mental Simulation—0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks—0
Simulating User Agents for Embodied Conversational-AI—0
Are You Sure? Rank Them Again: Repeated Ranking For Better Preference Datasets—0
Unsupervised Multi-label Dataset Generation from Web Data—0
A Recursive Framework for Expression Recognition: From Web Images to Deep Models to Game Dataset—0
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations—0
Stable Diffusion Dataset Generation for Downstream Classification Tasks—0
A Probabilistic Neural Twin for Treatment Planning in Peripheral Pulmonary Artery Stenosis—0
SynDy: Synthetic Dynamic Dataset Generation Framework for Misinformation Tasks—0
The Invisible Hand: Unveiling Provider Bias in Large Language Models for Code Generation—0
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