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Georgi Dzhambazov's Projects

alignmentduration icon alignmentduration

Lyrics-to-audio-alignement system. Based on Machine Learning Algorithms: Hidden Markov Models with Viterbi forced alignment. The alignment is explicitly aware of durations of musical notes. The phonetic model are classified with MLP Deep Neural Network.

alignmentevaluation icon alignmentevaluation

Scripts for computing common lyrics-to-audio alignment evaluation metrics. Usable evaluation for any token-based alignment (e.g. if token is word, phrase, note, section etc.) User for the evaluation of the MIREX Lyrics-to-audio challenge

chorus-vocal-covers icon chorus-vocal-covers

A heuristic approach to the detection of choruses in vocal cover versions. Done at the WiMIR workshop at ISMIR 2019 https://docs.google.com/presentation/d/1WYXxChgo8DI_NknyndPdcOuxlhAL_428Olg2fWaVy6U/edit#slide=id.g6f4f88d309_0_57

docker icon docker

My Docker scripts and Dockerfile for several frameworks.

drumtranscriptionwithbarpointer icon drumtranscriptionwithbarpointer

matlab prototype for drum transcription sytem described in the paper https://drive.google.com/file/d/0B4bIMgQlCAuqdGVRbVNNbzJfeUU/view

dunya icon dunya

The Dunya music browser. Developed using Django 2

englishmlp2turkish icon englishmlp2turkish

scripts to create mapping from English phoneme models as feed forward network multilayer perceptron network onto a GMM turksih phoneme model

enst-drums-dataset icon enst-drums-dataset

the dataset used in the paper https://drive.google.com/file/d/0B4bIMgQlCAuqdGVRbVNNbzJfeUU/view

essentia icon essentia

C++ library of algorithms to extract features from audio files, including Python bindings.

hmmduration icon hmmduration

Python Hidden Markov Models framework. Adapted for computationally optimal Viterbi forced alignment. Added Explicit Duration model

htkmodelparser icon htkmodelparser

Parses models created by the HTK Toolkit (http://htk.eng.cam.ac.uk/) as text files into Python class. It enables then various operations with the models like visualization and comparison.

intervaltrainer icon intervaltrainer

smart-phone game app that teaches a technique to memorise music intervals. check out demo video:

lakh_vocal_segments_dataset icon lakh_vocal_segments_dataset

singing voice with annotations of vocal onsets, based on the matched MIDI from http://colinraffel.com/projects/lmd/

madmom icon madmom

Python audio and music signal processing library. This is a fork adding support for synchronous tracking of vocal note onsets and metrical position in bar. The model used is Dynamic Bayesian Networks.

mfcc-htk-an-librosa icon mfcc-htk-an-librosa

Reproduce the htk-type of MFCC features using the essentia framework. The MFCC extracted with essentia are compared to these extracted with htk these extracted with librosa

msaf icon msaf

Music Structure Analysis Framework

pdnn icon pdnn

PDNN: A Python Toolkit for Deep Learning. http://www.cs.cmu.edu/~ymiao/pdnntk.html

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