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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 51–100 of 308 papers

TitleStatusHype
SynPick: A Dataset for Dynamic Bin Picking Scene UnderstandingCode1
MK-SQuIT: Synthesizing Questions using Iterative Template-fillingCode1
Bounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation MapCode1
Scrape, Cut, Paste and Learn: Automated Dataset Generation Applied to Parcel LogisticsCode1
PEGASUS: Physically Enhanced Gaussian Splatting Simulation System for 6DoF Object Pose Dataset GenerationCode1
Improving Paraphrase Detection with the Adversarial Paraphrasing TaskCode1
ColabSfM: Collaborative Structure-from-Motion by Point Cloud RegistrationCode1
HM3D-ABO: A Photo-realistic Dataset for Object-centric Multi-view 3D ReconstructionCode1
NeuroGraph: Benchmarks for Graph Machine Learning in Brain ConnectomicsCode1
Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic TasksCode1
Chip Placement with Diffusion ModelsCode1
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMsCode1
OpenLS-DGF: An Adaptive Open-Source Dataset Generation Framework for Machine Learning Tasks in Logic SynthesisCode1
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
Learning-based NLOS Detection and Uncertainty Prediction of GNSS Observations with Transformer-Enhanced LSTM NetworkCode1
Global Tensor Motion PlanningCode1
Perceptual Loss for Robust Unsupervised Homography EstimationCode1
Actionet: An Interactive End-To-End Platform For Task-Based Data Collection And Augmentation In 3D EnvironmentCode1
ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content ModerationCode1
Image Generation for Efficient Neural Network Training in Autonomous Drone RacingCode1
Close the Sim2real Gap via Physically-based Structured Light Synthetic Data Simulation—0
A systematic dataset generation technique applied to data-driven automotive aerodynamics—0
Channel Modeling Aided Dataset Generation for AI-Enabled CSI Feedback: Advances, Challenges, and Solutions—0
CETBench: A Novel Dataset constructed via Transformations over Programs for Benchmarking LLMs for Code-Equivalence Checking—0
A large-scale, physically-based synthetic dataset for satellite pose estimation—0
A Chinese Machine Reading Comprehension Dataset Automatic Generated Based on Knowledge Graph—0
A Seed-Augment-Train Framework for Universal Digit Classification—0
Cashew dataset generation using augmentation and RaLSGAN and a transfer learning based tinyML approach towards disease detection—0
Artificial Neural Network for Resource Allocation in Laser-based Optical wireless Networks—0
Generating Synthetic Ground Truth Distributions for Multi-step Trajectory Prediction using Probabilistic Composite Bézier Curves—0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks—0
A Framework for Large Scale Synthetic Graph Dataset Generation—0
Boundary Aware Multi-Focus Image Fusion Using Deep Neural Network—0
Block and Detail: Scaffolding Sketch-to-Image Generation—0
Are You Sure? Rank Them Again: Repeated Ranking For Better Preference Datasets—0
From General to Targeted Rewards: Surpassing GPT-4 in Open-Ended Long-Context Generation—0
A Recursive Framework for Expression Recognition: From Web Images to Deep Models to Game Dataset—0
DynScene: Scalable Generation of Dynamic Robotic Manipulation Scenes for Embodied AI—0
Accelerating PDE Data Generation via Differential Operator Action in Solution Space—0
FlowDA: Unsupervised Domain Adaptive Framework for Optical Flow Estimation—0
Do Transformers Understand Polynomial Simplification?—0
Benchmark dataset and instance generator for Real-World Three-Dimensional Bin Packing Problems—0
FMSD-TTS: Few-shot Multi-Speaker Multi-Dialect Text-to-Speech Synthesis for Ü-Tsang, Amdo and Kham Speech Dataset Generation—0
Generating Synthetic Stereo Datasets using 3D Gaussian Splatting and Expert Knowledge Transfer—0
Document Retrieval Augmented Fine-Tuning (DRAFT) for safety-critical software assessments—0
DiSECt: A Differentiable Simulator for Parameter Inference and Control in Robotic Cutting—0
BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs—0
Diffusion Models for Earth Observation Use-cases: from cloud removal to urban change detection—0
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