Projects
Current Projects
Weakly supervised semantic segmentation technique for robustness against the choice of the global threshold.
Pretraining GANs with Synthetic Dataset
Improving low-shot image generation with GANs via pretraining with synthetic datasets consisting of primitive shapes such as circles, rectangle,s and lines.
Weakly supervised semantic segmentation technique for convolutional neural networks
GridMix: Strong regularization through local context mapping
Regularization technique for convolutional neural networks
Evaluating Weakly Supervised Object Localization Right
Fair and realistic evaluation framework for weakly supervised object localization
Attention-based Dropout Layer for Weakly Supervised Object Localization
Localizing full extent of the object without pixel-level annotations
Simultaneously generating two domain images with similar attributes
Editing and Generating Facial Images using GAN
Editing the attributes of existing images or generating images with desired attributes simultaneously through single training procedure
Depth Reconstruction of Translucent Objects from single ToF camera
Fully automated, 1-2 shot depth correction with only Kinect V2 depth camera and a Resnet
Rigid and Non-rigid Motion Artifact Reduction in X-ray CT
CT motion artifact reduction using attention module in real-time
Completed Projects
Extracting the lighting information from a pair of color and depth image
Low-shot learning: How to train your network when there is not enough data?
Recommender System With Visual Feature
Employing visual features of movie posters to enhance the performance of recommender system
3D Motion Artifact Compensation in CT with Depth Camera
A new motion-free CT system to handle personalized motions using depth cameras
Aesthetic Image Enhancement
Depth Reconstruction of Translucent Objects
Reconstructing a three dimensional (3-D) translucent object using a single time-of-flight depth camera with simple user marks
Depth Image Enhancement using Perceptual Texture Priors
A perceptual-based technique by restoring the geometric details
Finding and classifying Face
Semantic Aware Neural Style Transfer
A style transfer network with semantic awareness