„… .: "Synthetic Data for Deep Learning". Springer International Publishing; Imprint Springer, 2021 [11] Wang, S.et …” „… , S. et al.: Unity Perception: Generate Synthetic Data for Computer Vision, arXiv, 2021 [17] Borrego …” „… , J. et al.: Applying Domain Randomization to Synthetic Data for Object Cate-gory Detection, 2018 [18 …”

„… score. The GQ-CNN model is trained on a large dataset of synthetic depth images and grasp metrics …” „… picking and placing was named "data-driven methods" [30] [31]. For example, Form2Fit was designed to learn …” „… million synthetic depth images and analytic grasp metrics, generated from a collection of approximately …”

„… are basically two types of data partitions. One is synthetic data partitioning, where data is …” „… block helps to preserve model updates (gradients) to avoid rebuilding private data in the dataset. Even …” „… timestamp to obtain a continuous data. Once we have the DL data rate, we have prepared a dataset which is …”

„… des Be-hälters im STP-Format (engl. „Standard for the Exchange of Product Data“) importiert. Im …” „… coordi-nation for robotic grasping with deep learning and large-scale data collection“, IJRR, 2018 [6] Q. Shao …” „… . Doan und X. Liu, „Dex-Net 2.0: Deep Learning to Plan Robust Grasps with Synthetic Point Clouds and …”

„… , leading to problems in training performance and classification accuracy [5]. Synthetic data generation …” „… synthetic data that represent real-world scenarios and behaviors. This approach accelerates data generation …” „… . These models enable the creation of extensive synthetic data to complement the real data sets. The …”

„… data and real OCT acquisitions. The first experiments are done on synthetic datasets, where ground …” „… synthetic data, as well as real OCT measures, the subjects are scanned consecutively with two scanning …” „… structure of neighboring, crosscorrelated A-scans (encoded in ER). Synthetic data is generated with Nspoke …”

„… synthetic datasets. The MCMC random walk behavior of S-PBP and MH-PBP proposals is compared. Furthermore …” „… field. The method is verified on synthetic datasets and applied on noisy in vivo recordings showing …” „… visual data. The amount of generated video data has steadily grown over the last decades due to the …”

„… is eliminated. It was shown in experiments on synthetic data that the S-PBP proposals outperform …” „… proposed, such as random walk proposals [112, 92], neighbor-based sampling [14], and data-driven approaches …” „… regions of more general potentials such as data-driven functions (for example log-linear models 60 Chapter …”

„… Reliability of VOC emission chamber testing – A round robin test with a synthetic resin floor coating, a …” „… Three products were used for this comparison: a synthetic resin floor coating, a parquet lacquer and a …” „… synthetic resin floor coating, a parquet lacquer and a silicone sealant. The results of the GEV round robin …”

„… synthetic data, the proposed CPD+ algorithm is chosen to estimate correspondences for the databases BU3DFE …” „… different methods for correspondence estimation on synthetic and real data. 4.2.4 Experiments and Evaluation …” „… ground truth correspondences, we first compare different algorithms based on synthetic data, which offers …”

„… deformations. Using synthetic data with known correspondences and real 3D face scans from databases with …” „… temporal alignment was proposed. This process is mandatory for databases containing time-varying data, such …” „… holding the data of one database. Because these facial parts do not alter their shape, they only perform …”

„… this thesis is to investigate the data-based models and improve the face model creation process …” „… diversity of individual face shapes and large variations of facial expressions. Data-based models are of …” „… . Different face databases are presented in Chapter 3, followed by Chapter 4, which describes how the data …”

„… and Image Understanding. Special section: Large Scale Data-Driven Evaluation in Computer Vision 131 …” „… : An Automatic Lip-Synchronization Algorithm for Synthetic Faces. Tech. rep. Multimedia Tools and …” „… , pp. 147–158. [40] S. Brandt. Closed-Form Solutions for Affine Reconstruction under Missing Data. In …”