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2017 GTC San Jose

S7810 - Acceleration of Multi-Object Detection and Classification Training Process with NVIDIA Iray SDK (Presented by SAP)

Session Speakers
Session Description

Many works using deep CNN for multi-object detection and classification observe that a high-quality dataset for the training is even more important than the choice of a network type for the best results. We employ the NVIDIA Iray rendering engine and SDK for the automatic generation of the synthetic images and their annotation that can be either combined with real manually annotated images and used as the input for the training process or used on their own. In most cases, adding a new entity to the classification/detection list requires reviewing the existing dataset and relabeling it. Our contribution allows the acceleration of the process dramatically and allows for the specialization of the training set.


Additional Session Information
Intermediate
Talk
Deep Learning and AI
Software
50 minutes
Session Schedule