# WASC Program - The Collaborative Workshop on the Architecture of Smart Cameras

## Program Overview
_Preliminary Program: Presenters, affiliations and countries are displayed_
_Presentation format is about 20min + questions, please request organizers for different formats (tutorial, demo, etc.)_

| Time | Program |
| ---------- | ----------- |
| **Monday**| **July 1st** |
| 8 - 8.30 | **Welcome** |
| 8.30 - 9.30 | **Course on Machine Learning for Vision (i)** |
| | Deep learning on embedded vision platforms - _Victor Brea_, CiTIUS USC |
| | FPGA machine learning for vision - _Kamel Abdelouahab_, Sma-RTy |
| 9.30 - 10.30 | Coffee break and demos. |
| 10.30 - 12 | **Embedded deep learning platforms session** |
| | On the Balanced Allocation of Convolutional Neural Network Models on FPGAs, _A. Muñio-Gracia_, CSIC-Univ. Sevilla |
| | Towards a Simplified Procedure for CNN Performance Prediction on Embedded Platforms, _Delia Velasco-Montero_, CSIC-Univ. Sevilla |
| 12 - 14 | **Lunch** |
| 14-16.30 | **Course on Machine Learning for Vision (ii)** |
| | Nvidia introduction to embedded deep learning - _Vincent Nguyen_, Nvidia |
| | Nvidia tutorial on embedded deep learning - _Vincent Nguyen_, Nvidia |
| 16.30 - 18 | Coffee break and demos. |
| 16.30 - 18 | In parallel, ITN ACHIEVE Project Meeting (reserved to ACHIEVE members) |
| 20 ... | **Social Dinner - "Chez Edgar", Cesson-Sévigné.** |

| Time | Program |
| ------ | ----------- |
| **Tuesday**| **July 2nd**|
| 8.30 - 9 | **Welcome** |
| 9 - 10 | **Embedded vision applications session** |
| | Towards Accurate Single-Stream Human Action Detection in Real-Time, _Yu Liu_, ImViA - Univ. Bourgogne Franche-Comté |
| | Methods for Autonomous Navigation and Localization in Traffic Environments, _Gopi Krishna Erabati_, University of Coimbra |
| 10 - 10.30 | Coffee break and demos. |
| 10.30 - 11.15 | **Smart image sensors session** |
| | A CMOS vision sensor for background subtraction on the focal plane, _Daniel Garcia-Lesta_, CiTIUS USC |
| | Evaluation of Architectures for FPGA Implementation of High-Resolution TDCs, _M. Parsakordasiabi_, CSIC - Univ. Sevilla |
| 11.15 - 12 | **Image processing session** |
| | [==OpenDenoising : An Open Benchmark for Image Denoising Methods==](http://wasc2019.insa-rennes.fr/wp-content/uploads/2019/07/lemarchand.pdf), _Florian Lemarchand_, IETR - INSA Rennes |
| | Image interpolation techniques, _Seyfeddine Boukhtache_, Institut Pascal - UCA |
| 12 - 14 | **Lunch** |
| 14 - 15.30 | **Software components for embedded vision session** |
| | Software architecture for cooperative sensing, _Patrick Heyer Wollenberg_, Ghent University |
| | Clip-level Feature Aggregation for Video-based Person Re-Identification, _Chengjin Lyu_, Ghent University |
| | Learning Domain and Pose Invariant Features between Pairs of Cameras for Person Re-Identification, _Asad Munir_, University of Udine |
| 15.30 - 16.30 | Coffee break and demos. |
| 16.30 - 17.30 | **Heterogeneous architectures session** |
| | Data and Task partition techniques and evaluation metrics for Deep Learning on FPGA-GPU Embedded Heterogeneous Architectures, _Walther Carballo Hernández_, Institut Pascal - UCA |
| | A general-purpose multi view smart camera and its application to object recognition with an efficient convolutional neural network, _Jonathan Bonnard_, Institut Pascal - UCA |
| 17.30 - 18 | **3D sensing session** |
| | 3D sensing applications and techniques, _Andrea Ferrario_, IMASENIC S.L |
| 18 | **Wrapping-up** |

## Demos will include

* The GWEL Project, EDIXIA Automation

* Nvidia Jetbot