Popular GitHub Repositories for Rim Weighting

A Dual Weighting Label Assignment Scheme for Object Detection

NeurIPS 2019 - Learning Data Manipulation for Augmentation and Weighting

This is a project that I worked on with my colleagues in the 6th Semester of my B.tech. In this project, we present a fully automatic method for skin lesion segmentation by leveraging UNet and FCN that is trained end to-end. For Skin lesion disease classification, we use a customized convolutional neural net. Designing a novel loss function based on Jaccard distance to eliminate the need of sample re-weighting, a typical procedure when using cross entropy as the loss function for image segmentation due to the strong imbalance between the number of foreground and background pixels.  Evaluated the effectiveness, efficiency, as well as generalization capability of the proposed framework on publicly available PH2 database and HAM10000 dataset.

Random Iterative Method (RIM) weighting for survey data, using iterative proportional fitting to align sample distributions with known population margins.

About Unofficial implementation of paper "Re-weighting Based Group Fairness Regularization via Classwise Robust Optimization"

The source code for the paper 'Towards Federated Learning with Byzantine-Robust Client Weighting'.

Generative modeling and latent projection label denoising approach to create synthetic rim lesions on QSM