Imladris

This university group project aims to develop a neural network architecture that allows the removal of objects from photos added by the user using deep learning techniques.

Members of group

Kacper Derlatka Github

Damian Książek Github

Łukasz Mazurek Github

Bartłomiej Guz Github

Jira links

Damian Książek https://imladris.atlassian.net/issues/?filter=10000&jql=project%20%3D%20IR%20AND%20issuetype%20in%20(Epic%2C%20Task)%20AND%20reporter%20in%20(5f8ab925b2964c006e89552f)%20ORDER%20BY%20Rank%20ASC

Kacper Derlatka https://imladris.atlassian.net/issues/?filter=10000&jql=project%20%3D%20IR%20AND%20issuetype%20in%20(Epic%2C%20Task)%20AND%20reporter%20in%20(5f8abce769323300767318be)%20ORDER%20BY%20Rank%20ASC

Łukasz Mazurek https://imladris.atlassian.net/issues/?filter=10000&jql=project%20%3D%20IR%20AND%20issuetype%20in%20(Epic%2C%20Task)%20AND%20reporter%20in%20(5f8abce90c96130069c426da)%20ORDER%20BY%20Rank%20ASC

Bartłomiej Guz https://imladris.atlassian.net/issues/?filter=10000&jql=project%20%3D%20IR%20AND%20issuetype%20in%20(Epic%2C%20Task)%20AND%20reporter%20in%20(5f8abce856eec000768e9f17)%20ORDER%20BY%20Rank%20ASC

Setup

All you need to do is

• Download weights mask_rcnn_coco.h5 (https://github.com/matterport/Mask_RCNN/releases/download/v2.0/mask_rcnn_coco.h5) and put it in src folder
• Download weights for inpaiting network https://drive.google.com/drive/folders/1CUQa26Pb_AioJjBYTpX3JkPme3M4WcJZ?hl=pl and put it in generative_inpaiting/model_logs/release_places2_256 folder
• Download http://images.cocodataset.org/annotations/annotations_trainval2017.zip and put it in src/annotations/ folder
• Also you need to use pip install -r re quirements.txt to install other requirements

Citation

• Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow - https://github.com/matterport/Mask_RCNN - Waleed Abdulla - 2017
• Generative Image Inpainting with Contextual Attention - https://github.com/JiahuiYu/generative_inpainting - Yu, Jiahui and Lin, Zhe and Yang, Jimei and Shen, Xiaohui and Lu, Xin and Huang, Thomas S - 2018
• Free-Form Image Inpainting with Gated Convolution - https://github.com/JiahuiYu/generative_inpainting - Yu, Jiahui and Lin, Zhe and Yang, Jimei and Shen, Xiaohui and Lu, Xin and Huang, Thomas S - 2018