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 151175 of 308 papers

TitleStatusHype
Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot ExamplesCode0
KoCoSa: Korean Context-aware Sarcasm Detection DatasetCode0
Deep learning-driven scheduling algorithm for a single machine problem minimizing the total tardiness0
MultiCorrupt: A Multi-Modal Robustness Dataset and Benchmark of LiDAR-Camera Fusion for 3D Object DetectionCode2
UAV-Rain1k: A Benchmark for Raindrop Removal from UAV Aerial ImageryCode1
Accelerating PDE Data Generation via Differential Operator Action in Solution Space0
Synthetic Dialogue Dataset Generation using LLM AgentsCode0
Evaluating ML-Based Anomaly Detection Across Datasets of Varied Integrity: A Case StudyCode0
Real-time object detection and robotic manipulation for agriculture using a YOLO-based learning approach0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter0
GTAutoAct: An Automatic Datasets Generation Framework Based on Game Engine Redevelopment for Action Recognition0
Icy Moon Surface Simulation and Stereo Depth Estimation for Sampling AutonomyCode0
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models0
RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture0
Automatic UAV-based Airport Pavement Inspection Using Mixed Real and Virtual Scenarios0
Model-Driven Dataset Generation for Data-Driven Battery SOH Models0
PEGASUS: Physically Enhanced Gaussian Splatting Simulation System for 6DoF Object Pose Dataset GenerationCode1
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution0
Generalizing Single-View 3D Shape Retrieval to Occlusions and Unseen ObjectsCode1
FlowDA: Unsupervised Domain Adaptive Framework for Optical Flow Estimation0
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
Faithful Persona-based Conversational Dataset Generation with Large Language ModelsCode1
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey0
A Probabilistic Neural Twin for Treatment Planning in Peripheral Pulmonary Artery Stenosis0
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