Adversarial Scene Editing: Automatic Object Removal from Weak Supervision
University of Central Florida via YouTube
Overview
Syllabus
Intro
Goal
Contemporary problems
Contribution
Approach
Stage 1 - Mask generator GM
Stage 2 - Image inpainter G
Architecture - Mask generator
Architecture - Image inpainter
Training - Mask generator
Training - Image inpainter
Mask priors
Mask generator loss
Final loss function - Mask genera
Optimizing inpainter - local labe
Final loss function - Image inpair
Dataset - 1
Evaluation metrics
Removal performance
Image quality assessment
Human evaluation
Quantitative results
Failure cases
Ablation study - 1
Taught by
UCF CRCV