Synthetic Data for Deep Learning

25 September 2019

Papers citing "Synthetic Data for Deep Learning"

50 / 99 papers shown

Title
SynLexLM: Scaling Legal LLMs with Synthetic Data and Curriculum Learning Ojasw Upadhyay Abishek Saravankumar Ayman Ismail AILaw SyDa ELM 66 0 0 26 Apr 2025
Synthetic Data Generation for Minimum-Exposure Navigation in a Time-Varying Environment using Generative AI Models Nachiket U. Bapat Randy C. Paffenroth Raghvendra V. Cowlagi 42 0 0 09 Mar 2025
Voice Cloning for Dysarthric Speech Synthesis: Addressing Data Scarcity in Speech-Language Pathology Birger Moell Fredrik Sand Aronsson 56 0 0 03 Mar 2025
PGCS: Physical Law embedded Generative Cloud Synthesis in Remote Sensing Images Liying Xu Huifang Li Huanfeng Shen Mingyang Lei Tao Jiang 14 0 0 22 Oct 2024
Hybrid Training Approaches for LLMs: Leveraging Real and Synthetic Data to Enhance Model Performance in Domain-Specific Applications Alexey Zhezherau Alexei Yanockin SyDa 26 3 0 11 Oct 2024
Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models Malte Luttermann Ralf Möller Mattis Hartwig SyDa 25 2 0 06 Sep 2024
Synthetic Data Generation and Automated Multidimensional Data Labeling for AI/ML in General and Circular Coordinates Alice Williams Boris Kovalerchuk 18 0 0 03 Sep 2024
Towards Realistic Synthetic User-Generated Content: A Scaffolding Approach to Generating Online Discussions K. Balog John Palowitch Barbara Ikica Filip Radlinski Hamidreza Alvari Mehdi Manshadi SyDa 27 1 0 15 Aug 2024
The Data Addition Dilemma Judy Hanwen Shen Inioluwa Deborah Raji Irene Y. Chen 30 5 0 08 Aug 2024
Joint Neural Networks for One-shot Object Recognition and Detection Camilo Vargas Qianni Zhang E. Izquierdo ObjD VLM 27 0 0 01 Aug 2024
ABC Align: Large Language Model Alignment for Safety & Accuracy Gareth Seneque Lap-Hang Ho Peter W. Glynn Yinyu Ye Jeffrey Molendijk 31 1 0 01 Aug 2024
Analyzing and reducing the synthetic-to-real transfer gap in Music Information Retrieval: the task of automatic drum transcription Mickaël Zehren Marco Alunno Paolo Bientinesi 39 0 0 29 Jul 2024
Unveiling the Flaws: Exploring Imperfections in Synthetic Data and Mitigation Strategies for Large Language Models Jie Chen Yupeng Zhang Bingning Wang Wayne Xin Zhao Ji-Rong Wen Weipeng Chen SyDa 32 4 0 18 Jun 2024
Synthetic Data Outliers: Navigating Identity Disclosure Carolina Trindade Luís Antunes Tânia Carvalho Nuno Moniz 28 1 0 04 Jun 2024
Improving Text Generation on Images with Synthetic Captions Jun Young Koh Sang Hyun Park Joy Song DiffM 41 2 0 01 Jun 2024
$$\textit{Trans-LoRA}$: towards data-free Transferable Parameter Efficient Finetuning$ $\textit{Trans-LoRA}$ : towards data-free Transferable Parameter Efficient Finetuning Runqian Wang Soumya Ghosh David D. Cox Diego Antognini Aude Oliva Rogerio Feris Leonid Karlinsky 30 1 0 27 May 2024
Synthetic Datasets for Program Similarity Research Alex Interrante-Grant Michael Wang Lisa Baer Ryan Whelan Tim Leek SyDa 21 1 0 06 May 2024
AI Competitions and Benchmarks: Dataset Development Romain Egele Julio C. S. Jacques Junior Jan N. van Rijn Isabelle M Guyon Xavier Baró Albert Clapés Prasanna Balaprakash Sergio Escalera T. Moeslund Jun Wan 40 0 0 15 Apr 2024
Importance of realism in procedurally-generated synthetic images for deep learning: case studies in maize and canola N. Khan Mikolaj Cieslak Ian McQuillan 43 0 0 08 Apr 2024
Generating Diverse Agricultural Data for Vision-Based Farming Applications Mikolaj Cieslak Umabharathi Govindarajan Alejandro Garcia Anuradha Chandrashekar Torsten Hädrich Aleksander Mendoza-Drosik D. L. Michels Soren Pirk Chia-Chun Fu Wojciech Palubicki 16 7 0 27 Mar 2024
An early warning indicator trained on stochastic disease-spreading models with different noises Amit K Chakraborty Shan Gao Reza Miry Pouria Ramazi Russell Greiner Mark A. Lewis Hao Wang 19 2 0 24 Mar 2024
Leveraging Synthetic Data for Generalizable and Fair Facial Action Unit Detection Liupei Lu Yufeng Yin Yuming Gu Yizhen Wu P. Prasad Yajie Zhao Mohammad Soleymani 36 0 0 15 Mar 2024
Data augmentation with automated machine learning: approaches and performance comparison with classical data augmentation methods A. Mumuni F. Mumuni 57 4 0 13 Mar 2024
Synthetic data generation for system identification: leveraging knowledge transfer from similar systems Dario Piga Matteo Rufolo Gabriele Maroni Manas Mejari Marco Forgione 18 1 0 08 Mar 2024
Learning Zero-Shot Material States Segmentation, by Implanting Natural Image Patterns in Synthetic Data S. Eppel Jolina Li Manuel S. Drehwald Alán Aspuru-Guzik 16 0 0 05 Mar 2024
Improving Pallet Detection Using Synthetic Data Henry Gann Josiah Bull Trevor Gee Mahla Nejati 10 1 0 11 Feb 2024
Machine-learned models for magnetic materials Pawel Leszczyñski Kamil Kutorasiñski Marcin Szewczyk J. Pawlowski OOD AI4CE 15 0 0 29 Dec 2023
A Unified Simulation Framework for Visual and Behavioral Fidelity in Crowd Analysis N. Bisagno Nicola Garau Antonio Luigi Stefani Nicola Conci 12 0 0 05 Dec 2023
Privacy Measurement in Tabular Synthetic Data: State of the Art and Future Research Directions Alexander Boudewijn Andrea Filippo Ferraris D. Panfilo Vanessa Cocca Sabrina Zinutti Karel De Schepper Carlo Rossi Chauvenet 32 2 0 29 Nov 2023
Diffusion-based generation of Histopathological Whole Slide Images at a Gigapixel scale Robert Harb T. Pock Heimo Müller MedIm 20 12 0 14 Nov 2023
CrashCar101: Procedural Generation for Damage Assessment Jens Parslov Erik Riise Dim P. Papadopoulos 11 1 0 11 Nov 2023
Training Robust Deep Physiological Measurement Models with Synthetic Video-based Data Yuxuan Ou Yuzhe Zhang Yuntang Wang Shwetak N. Patel Daniel J. McDuff Yuzhe Yang Xin Liu 26 0 0 09 Nov 2023
Deep Aramaic: Towards a Synthetic Data Paradigm Enabling Machine Learning in Epigraphy Andrei C. Aioanei R. Hunziker-Rodewald Konstantin Klein Dominik L. Michels 23 2 0 11 Oct 2023
Early Warning Prediction with Automatic Labeling in Epilepsy Patients Peng Zhang Ting Gao Jinqiu Guo Jinqiao Duan Sergey Nikolenko 18 1 0 09 Oct 2023
Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay Guan-Feng Wang Long Bai Yanan Wu Tong Chen Hongliang Ren CLL 16 18 0 27 Aug 2023
Efficient Prediction of Peptide Self-assembly through Sequential and Graphical Encoding Zihan Liu Jiaqi Wang Yun Luo Shuang Zhao Wenbin Li Stan Z. Li AI4TS 3DV GNN 19 10 0 17 Jul 2023
The Drunkard's Odometry: Estimating Camera Motion in Deforming Scenes D. Recasens Martin R. Oswald Marc Pollefeys Javier Civera 30 3 0 29 Jun 2023
Methodology for generating synthetic labeled datasets for visual container inspection Guillem Delgado Andoni Cortés Sara García E. Loyo Maialen Berasategi Nerea Aranjuelo 16 3 0 26 Jun 2023
Synthetic Alone: Exploring the Dark Side of Synthetic Data for Grammatical Error Correction Chanjun Park Seonmin Koo Seolhwa Lee Jaehyung Seo Sugyeong Eo Hyeonseok Moon Heu-Jeoung Lim 17 0 0 26 Jun 2023
Infinite Photorealistic Worlds using Procedural Generation Alexander R. E. Raistrick Lahav Lipson Zeyu Ma Lingjie Mei Mingzhe Wang ... Alejandro Newell Hei Law Ankit Goyal Kaiyu Yang Jia Deng VGen 15 72 0 15 Jun 2023
Human Body Pose Estimation for Gait Identification: A Comprehensive Survey of Datasets and Models Luke K. Topham Wasiq Khan D. Al-Jumeily A. Hussain CVBM 19 32 0 23 May 2023
Bent & Broken Bicycles: Leveraging synthetic data for damaged object re-identification Luca Piano F. G. Pratticó Alessandro Sebastian Russo Lorenzo Lanari Lia Morra Fabrizio Lamberti 13 1 0 16 Apr 2023
AI-Generated Content (AIGC): A Survey Jiayang Wu Wensheng Gan Zefeng Chen Shicheng Wan Hong Lin 3DV 19 121 0 26 Mar 2023
Synthetic-to-Real Domain Adaptation for Action Recognition: A Dataset and Baseline Performances Arun V. Reddy Ketul Shah William Paul Rohita Mocharla Judy Hoffman Kapil D. Katyal Dinesh Manocha Celso M. de Melo Ramalingam Chellappa 21 17 0 17 Mar 2023
Generating synthetic multi-dimensional molecular-mediator time series data for artificial intelligence-based disease trajectory forecasting and drug development digital twins: Considerations G. An Chase Cockrell 9 2 0 16 Mar 2023
PSDNet: Determination of Particle Size Distributions Using Synthetic Soil Images and Convolutional Neural Networks javad Manashti Pouyan Pirnia Alireza Manashty Sahar Ujan Matthew Toews Franccois Duhaime 11 2 0 07 Mar 2023
Comparing PSDNet, pretrained networks, and traditional feature extraction for predicting the particle size distribution of granular materials from photographs javad Manashti Franccois Duhaime Matthew Toews Pouyan Pirnia Jn Kinsonn Telcy 3DPC 6 0 0 07 Mar 2023
OSRE: Object-to-Spot Rotation Estimation for Bike Parking Assessment Saghir Alfasly Zaid Al-Huda Saifullahi Aminu Bello Ahmed Elazab Jian Lu C. Xu 22 0 0 01 Mar 2023
Creating Disasters: Recession Forecasting with GAN-Generated Synthetic Time Series Data Sam Dannels AI4TS 11 2 0 21 Feb 2023
Machine Learning for Synthetic Data Generation: A Review Ying-Cheng Lu Minjie Shen Huazheng Wang Xiao Wang Capucine Van Rechem Tianfan Fu Wenqi Wei SyDa 18 138 0 08 Feb 2023