Afra Anika

A web application that uses the image of a soil and recommends a crop for that type of soil

Replicating Retrieval-Augmented CNN (RaCNN) and extending it with modern variants — e.g., replacing CNN with ViT backbones and exploring advanced mixup functions (AutoMixup, Manifold Mixup) for adversarial robustness.

Image Manipulation through Fourier & Spatial Domains

**SAMurai-Defense** simulates adversarial attacks on industrial defect segmentation models using SAM. It evaluates robustness in low-resource settings and explores domain adaptation techniques to defend against attacks on the given dataset: https://www.kaggle.com/datasets/aryashah2k/few-shot-industrial-defect-detection

The ACOUSLIC-AI Challenge (MICCAI 2024) aims to develop AI models to estimate fetal abdominal circumference from blind-sweep ultrasound data by novice operators, identifying the best frame and segmenting the abdomen to improve prenatal care in low-resource settings. Ref: https://acouslic-ai.grand-challenge.org/overview-and-goals/