Chintan2108/Object-Oriented-Deep-Learning-for-Building-Extraction

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Chintan2108/Object-Oriented-Deep-Learning-for-Building-Extraction

Chintan2108

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This repository explores object detection and building extraction from high resolution satellite imagery. With Object Based Image Analysis (OBIA) in the base, a new and unique method of merging segmentation algorithm in a CNN architecture is explored.

Cloud-Removal-in-Satellite-Images-using-Conditional-Generative-Adversarial-Networks

Removing cloud cover in Sentinel-2 satellite images using only optical data and a novel augmented training approach using conditional GANs.

Jupyter Notebook

Water-Based-Indices-on-Sentinel-2A-Images-using-Python

Satellite Image Processing, Feature Extraction using Python on level 2A Sentinel 2 satellite imagery to enhance water bodies.

Jupyter Notebook

NDVI-and-Vegetation-Health-Calculation

Land and Vegetation Remote Sensing - A webapp build and deployed in Google Earth Engine, to calculate the Normalised Vegetation Difference Index of a visible vegetation cover and use the same to analyze the health and age of that patch. The datasats used are GEE calibrated Landsat 7 rasters and the sensor used is ETM 2+ (Enhanced Thematic Mapper).

CHEERBOT-Your-Emotional-Companion

CHEERBOT is a special chatbot with whom you can text-chat, voice chat. It will cheer you up if you're sad and make you happier if you're happy.

Text-Classification-and-Context-Mining-for-Document-Summarization

Automnomously attempting a categorical summarization of a sparse, asymmetrical corpus in English language, by performing text classification - which is achieved by our intuitive sentence pair classification scenarios and usecases.

CyanoKhoj

This is a web-app which employs the citizen science program by tracking their tweets and subsequent data analysis on Google Earth Engine, aimed at effective CyanoHAB detection and monitoring in water bodies around the world.

Spectral-Modulation-for-MultiSpectral-Images

Modulation based classification for multi-spectral satellite images

Transcript-Management-System

A basic online portal that can serve as an interface between universities and passed out students, allowing the later to place requests for transcripts and hence eliminating the need for physical presnce of the passed out students for the acquisition of transcripts.

Satellite-Timeseries-Extractor-Tool

An interactive python-based tool to download time-series data for all sensors available on Google Earth Engine's data catalog.

Seminar-Hall-Booking-System

This is a basic website/web-application which will facilitate the booking of seminar halls in a university by making the process completely digital and free from the paper-pen and telephonic hustle.

ESA-SNAP

Calibrated datasets to analyze the radiance for each band for Sentinel 3, with image manifests from CODA

BeachFinder

ESRI Intern Hackathon 2023

CentralEased

The idea here was to create a centralised database using machine learning over all existing databases of a person's information, based on his face picture as ID, to remove the need for any physical ID proofs - your face is your unique ID proof.

Consumer-Complaint-Classification-OPEN-AI

This repository is made in lieu of submission towards the solution of problem statement 2 of the OPEN AI NLP hackathon. The objective here is to classify the voice recordings of a call center proceeding by treating them as consumer complaints into the said categories of the automotive industry.

Jupyter Notebook