This is the repository for reproducing results from the paper A Synthetic Dataset for Personal Attribute Inference and using the synthetic dataset for personal attribute inference benchmark runs on newer models. This readme documents how to install, use, and replicate the results seen in original pa...
To aid the development of machine learning models for automated spectroscopic data classification, we created a universal synthetic dataset for the validation of their performance. The dataset mimics the characteristic appearance of experimental measurem
First, such metrics do not reflect the privacy guarantees faithfully, e.g., there can exist successful inference attacks even if synthetic data is dissimilar from the original dataset14,31. Second, the publication of similarity-based metrics on its own can lead to novel privacy risks such as ...
7‐5: Synthetic Dataset for Improving UDC Video Restoration Network Performancedoi:10.1002/sdtp.15415Yoo, JewonCho, JaebumKim, DaewookChoi, SujinLee, DhohunHwang, Hyun-jooCho, HyungukBaek, SeunginKim, YongjoSID Symposium Digest of Technical Papers...
Any use of a dataset, real or synthetic, will fail it if does not account for the human factor. The principles of value, privacy, ethics, and sustainability must be considered while generating synthetic data. To use synthetic data responsibly and effectively, enterprises should build synthetic da...
Even without doing any model training, PE significantly advances state-of-the-art results on some of the datasets. For example, onCIFAR10 dataset(opens in new tab), we achieve FID score (image quality measure, smaller is better) ≤ 7.9 with DP privacy c...
Synthetic Augmented Cycle: Each generation of models is trained using a combination of synthetic data from the previous generation model and a fixed real training dataset. Fresh Data Cycle: Each generation of models is trained using a combination of synthetic data from the previous generation model ...
9 Previous 1 Next Showing 1 to 1 of 1 papers Dataset Loaders Edit No data loaders found. You can submit your data loader here. Tasks Edit Usage Number of Papers20212022202320242025010.250.50.751.25AirSim Stereo Synthetic Dataset License Edit Unknown Modalities Edit Languages Edit Contact...
Dataset Loaders Edit No data loaders found. You can submit your data loader here. Tasks Edit 3D Point Cloud Reinforcement Learning Similar Datasets UAV-PDD2023 UAV-PDD2023 Text2shape Text2shape Usage Number of Papers2020202520212022202320242026010.250.50.751.25Synthetic OD DataUAV-PDD2023Text2shape...
Dataset Model Total Label True Label Issue Report Label Issue Label Health Score Virtual KITTI-v0020 KITTI 31,775 - 0 1.00 Virtual KITTI-v0020 Virtual KITTI 31,775 - 0 1.00 Corrupted-v0020 KITTI 31,775 100 459 0.99 Corrupted-v0020 Virtual KITTI 31,775 100 96 1.00 KITTI-test KITTI 17,...