Anomaly Detection in Polyp Images
- The task here is similar to segmentation of polyps in images. Implementing various approaches based on generative adversarial networks and executing them on this dataset. (in progress)
Polyp Segmentation in WCE Images
- Developed a u-net based network for segmenting polyps. Also, compared the performances of state-of-the-art models on this private dataset. github
Gesture Detection
- Implemented a sliding window based method consisting of detector and classifier as part of GSoC 2019. Also, developed a singularity container for code deployment. github
Bleeding Detection in WCE Images
- Developed three approaches based on SIFT keypoints descriptors, Dense SIFT and Sparse Coding for automated bleeding detection in wireless capsule endscopy (WCE) images. github
Rain and Haze Removal
- Designed an autoencoder based CNN network for rain removal and used dark channel prior method for haze removal. github
Fiducial Marker Localization
- Developed an algorithm, for finding coordinates of fiducials in MRI scans, based on image processing techniques and clustering methods. It was a team event at 6th Inter IIT Tech Meet 2018. github