12:30-12:45 | Gathering and opening talk

12:45-13:00 | Oren Katzir, CTO, OneView
OneView Co-Founder & CTO Oren Katzir will share a case study of improving detection results in aerial images, based on a mix of virtual synthetic data with real data. The case study highlights the unique capabilities of virtual synthetic data to overcome the inherent detection challenges for rare and hard-to-annotate objects.

The problems real data suffers from, and why this is a hard task
The creation of the synthetic dataset in a 3D environment
Liquid simulation for spill creation
The model training process of both synthetic and real datasets
Detection results, "real" data Vs "mix" of real and synthetic images

13:00-13:15 | Gil Elbaz, CTO, Datagen
Simulated Face Generation
Datagen Co-Founder & CTO Gil Elbaz will present the latest advancements in head simulation generation and how to close the Sim2Real gap. In the process he will present Datagen’s state of the art research in head simulation, what advantages simulated head data has over real data, and what are some of the interesting use cases of simulated head data.

Challenges of using real face data
The process to create simulated faces
Face Data benchmarking
Applications of simulated head data
13:15-13:30 | Q&A