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01 — Python Ref.
Schedule, Code, Tutorials
Documentation
V. M. Misakyan

Repo Includes python theory references/tutorials, code references, and the schedule of the workshops (coding and visual study component for the courses ARCH 8350, ARCH 4150 - Architecting Anthropoveillance. UMN School of Architecture. Inst. Vahan M. Misakyan).

02 — DCGAN
Sattelite imagery Synthesis
Implementation
with Taihui Li

This repo conducts image synthesis. In particular, it learns the pattern of images (cities/buildings) and then generates images with similar patterns. This implementation mainly follows the DCGAN paper, which can be found here.

03 — Huawei
Smart City Solutions
Documentation
with Taihui Li  et al.
The repo documents Huawei's imaginary of the smart city architecture, through frameworks such as IOC. It also collects the practices through which Huawei interfaces the public, or conceptualizes its status within the society at large.
[Repo is Private]

04 — Violence Detection, Deep Learning
Implementation
with Abinash Sinha, Ojas Bhavani Narayanann
The repo includes two examples of implementation and a visualization of an experimental ML technique of violence detection, using convolutional long-short term memory. It takes precedent in the paper, which can be found here.
[Under Review]

05 — Face Detection,  Cropping, Automated

Implementation
with Taihui Li
This repo provides the API for face detection and face crop in either images or videos. The underlying methodology used in this API is the Viola-Jones algorithm.
[Repo is Private]

06 — Re-Identification Protocols and Techniques
Documentation
with Taihui Li 
Anonymous Data Re-Identification (aka De-Anonymization) is the practice of matching anonymous data (also known as de-identified data) with publicly available information, or auxiliary data, to discover the individual to which the data belong to. In addition to literature, the repo includes a practice example/demo of Person Re-Identification (ReID).

07 — Emotion Detection From Facial Imagery
Implementation
with Taihui Li
This Facial Emotion Recognition (FER) code follows the idea (network structure) proposed in the paper DeXpression: Deep Convolutional Neural Network for Expression Recognition. The dataset used to train the neural network is Fer2013.

08 — Emotion Detection From Textual Context
Implementation
with Taihui Li
This repo conducts the implementation of Emotion Detection from Context (EDC), taking precedent in this paper.

09 — Object Recognition, Deep Learning
Implementation
with Anick Saha
This repo conducts deep learning object classification implementation using fashion/clothing as the targeted classifiable object.
[Under Review]

10 — Violence Detection, Other Practices
Implementation
with Ojas Bhavani Narayanann
The repo conducts violence detection implementation using existing histogram based techniques.
[Under Review]

11 — Dataveillance as a method
Documentation
V. M. Misakyan
The repo collects examples of web-scraping, understood here as bottom-up dataveillance or sousveillance techniques/practices.
[Repo is Private]

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