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vijayagril's Projects

digit-recognizer icon digit-recognizer

A Machine Learning classifier for recognizing the digits for humans 🎰

hed icon hed

code for Holistically-Nested Edge Detection

mnist_cnn_cuda icon mnist_cnn_cuda

Recognition of hand written numbers using Convolutional Neural Network implemented in Python (for reference) and in CUDA C++ on GPU device.

opencv icon opencv

Open Source Computer Vision Library

river-network-extraction-from-satellite-image-using-unet-and-tensorflow icon river-network-extraction-from-satellite-image-using-unet-and-tensorflow

We presented our initial model for detecting rivers and watersheds from satellite pictures in this study, which was based on image processing methodology. The methodology was tested on a set of images obtained from the Sentinel-2 Satellite. For better recognition of rivers and watersheds, a new level of segmentation was used. We obtained a good accuracy using our proposed model, which is significantly higher than other U-net and Tensorflow implemented models available to date. This study could pave the way for future studies on developing water resource management, which is critical for future generations. The suggested methodology is generic in the sense that it can be used to extract various arboreal networks in medical pictures, such as blood vessels.

robosat icon robosat

Semantic segmentation on aerial and satellite imagery. Extracts features such as: buildings, parking lots, roads, water, clouds

u-2-net icon u-2-net

The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."

unetseg icon unetseg

U-Net semantic segmentation for satellite imagery

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