Projects
Music Emotion Recognition via Lyrics
Developed a Transformer-based network architecture that, given the lyrics, outputs the classification of Emotion Quadrants, in addition to Valence and Arousal Hemispheres.
Vidalysis
Developed a Software-as-a-Service which can analyze/interpret the video, trimming relevant part of the video and can also search through video using image or text. This project has 4 pipelines dealing with Trimming the video based on the query, indexing video based on text and making notes of the video, subtitle, and sentimental-analysis online and Video Dubbing using GANS.
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Deep 3D Human Mesh GUI
Developed a Tk GUI toolkit which finds 3D mesh of a human body from a monocular RGB Image/Video using state-of-the-art Deep Learning network.
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StackOverflow UserQuery
Developed a search bar on top of the StackOverflow API which provides more relevant thread results based on the search and also re-order the answers based on various NLP techniques like text-similarity(USE), statistical analysis and semantic analysis.
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Heart-Rate-Monitoring[PPG]
Developed an algorithm to estimate heart rate from the periodicity of the PPG signal as Each cycle of the PPG signal corresponds to a cardiac cycle. Fitness tracking is gaining massive popularity due to the advent of wearable devices that can track your vital signs. Heart rate monitoring is one such feature in many devices such as smart-watches and wristbands.
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Artificial Connect 4
An AI bot playing connect 4 using alpha-beta pruning and minimax algorithm. Works on 5 levels depending on the depth till which the AI bot predicts the moves. We gain go much depth by using Zobrist Hashing.
Everything is done in C++.
Linux Shell
Developed a Bash like terminal in C using Linux system calls which includes user-defined commands, piping and redirection, and signal-handling.
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OpenGL Tunnel Rush
Tunnel Rush is a fast-paced dodging game inspired by Slope and Run 3. In this you are moving in a tunnel full of color at a blazing speed and need to avoid obstacles in different shapes. also player needs to be very agile and precise to see the position of the incoming obstacle and quickly shift your position away to avoid it. Stay focused and break your record!
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Texture Synthesis & Image Quilting
Texture Synthesis: Given a finite sample of some texture, the goal is to synthesize other samples from that same texture. In this, finding the nature of the image and adjusting the parameters are handled by the algorithm dynamically.
Texture Transfer: Take the texture from one object and ‘paint’ it onto another object.
Tor-Hop Control
Hops while using Tor is very dynamic which causes the searches and other things to be affected by the location of the hop. This decreases the effectiveness of using Tor to some extent. We provided a solution by managing the second last hop to a specific location which greatly improves the efficiency of using Tor.
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Twitter Sentimental Analysis using WordCloud and HeatMap
Unlike every other Twitter Sentimental Analysis, this web app provides much more easy to control features like evaluation WordCloud for the query and it also has the algorithm for making HeatMap. This app also does Semantic Analysis and classify into many categories making it a much more powerful and useful.
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