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 151–200 of 308 papers

TitleStatusHype
FlowDA: Unsupervised Domain Adaptive Framework for Optical Flow Estimation—0
FMSD-TTS: Few-shot Multi-Speaker Multi-Dialect Text-to-Speech Synthesis for Ü-Tsang, Amdo and Kham Speech Dataset Generation—0
From General to Targeted Rewards: Surpassing GPT-4 in Open-Ended Long-Context Generation—0
Generating Synthetic Ground Truth Distributions for Multi-step Trajectory Prediction using Probabilistic Composite Bézier Curves—0
Low-Biased General Annotated Dataset Generation—0
LSD3K: A Benchmark for Smoke Removal from Laparoscopic Surgery Images—0
Measuring and Mitigating Hallucinations in Vision-Language Dataset Generation for Remote Sensing—0
Methodology for the Automated Metadata-Based Classification of Incriminating Digital Forensic Artefacts—0
Exploring the Impacts from Datasets to Monocular Depth Estimation (MDE) Models with MineNavi—0
MirrorVerse: Pushing Diffusion Models to Realistically Reflect the World—0
ML-based Approaches for Wireless NLOS Localization: Input Representations and Uncertainty Estimation—0
Model-Driven Dataset Generation for Data-Driven Battery SOH Models—0
MotorFactory: A Blender Add-on for Large Dataset Generation of Small Electric Motors—0
Movie2Story: A framework for understanding videos and telling stories in the form of novel text—0
Multi-Domain ABSA Conversation Dataset Generation via LLMs for Real-World Evaluation and Model Comparison—0
Multi-fingered Robotic Hand Grasping in Cluttered Environments through Hand-object Contact Semantic Mapping—0
MultiFloodSynth: Multi-Annotated Flood Synthetic Dataset Generation—0
MVTrans: Multi-View Perception of Transparent Objects—0
Neural Error Covariance Estimation for Precise LiDAR Localization—0
Neuro-Symbolic Scene Graph Conditioning for Synthetic Image Dataset Generation—0
On Deep Learning for computing the Dynamic Initial Margin and Margin Value Adjustment—0
On Deep Learning for Radio Resource Management in A Non-stationary Radio Environment—0
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
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
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
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
Reasoning Inconsistencies and How to Mitigate Them in Deep Learning—0
Reconstruction-based Pairwise Depth Dataset for Depth Image Enhancement Using CNN—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
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
Selection of Waveform Parameters Using Machine Learning for 5G and Beyond—0
Simulating User Agents for Embodied Conversational-AI—0
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations—0
Stable Diffusion Dataset Generation for Downstream Classification Tasks—0
SynDy: Synthetic Dynamic Dataset Generation Framework for Misinformation Tasks—0
SYNOSIS: Image synthesis pipeline for machine vision in metal surface inspection—0
Synthetic Data and Simulators for Recommendation Systems: Current State and Future Directions—0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter—0
Synthetic data: How could it be used for infectious disease research?—0
Synthetic Dataset Generation for Autonomous Mobile Robots Using 3D Gaussian Splatting for Vision Training—0
Synthetic Dataset Generation for Privacy-Preserving Machine Learning—0
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