Visualizer using audio and semantic analysis to explore BigGAN (Brock et al., 2018) latent space.

Related tags

Deep Learningdeep-learningaudio-analysismusic-visualizersemantic-analysisbiggan
Overview

BigGAN Audio Visualizer

Description

This visualizer explores BigGAN (Brock et al., 2018) latent space by using pitch/tempo of an audio file to generate and interpolate between noise/class vector inputs to the model. Classes are chosen manually or optionally using semantic similarity on BERT encodings of a lyrics corpus.

Usage:

usage: visualize.py [-h] -s SONG [--resolution {128,256,512}] [-d DURATION]
               [-ps [200-295]] [-ts [0.05-0.8]]
               [--classes CLASSES [CLASSES ...]] [-n NUM_CLASSES]
               [--jitter [0-1]] [--frame_length i*2^6] [--truncation [0.1-1]]
               [--smooth_factor [10-30]] [--batch_size BATCH_SIZE]
               [-o OUTPUT_FILE] [--use_last_vectors] [--use_last_classes]
               [-l LYRICS]

Arguments

short long default range help
-h --help show this help message and exit
-s --song input/romantic.mp3 path to input audio file
--resolution 512 {128,256,512} output video resolution
-d --duration None output video duration
-ps --pitch_sensitivity 220 [200-295] controls the sensitivity of the class vector to changes in pitch
-ts --tempo_sensitivity 0.25 [0.05-0.8] controls the sensitivity of the noise vector to changes in volume and tempo
--classes None manually specify [--num_classes] ImageNet classes
-n --num_classes 12 number of unique classes to use
--jitter 0.5 [0-1] controls jitter of the noise vector to reduce repitition
--frame_length 512 i*2^6 number of audio frames to video frames in the output
--truncation 1 [0.1-1] BigGAN truncation parameter controls complexity of structure within frames
--smooth_factor 20 [10-30] controls interpolation between class vectors to smooth rapid flucations
--batch_size 30 BigGAN batch_size
-o --output_file name of output file stored in output/, defaults to [--song] path base_name
--use_last_vectors False set flag to use previous saved class/noise vectors
--use_last_classes False set flag to use previous classes
-l --lyrics None path to lyrics file; setting [--lyrics LYRICS] computes classes by semantic similarity under BERT encodings
Owner
Rush Kapoor
UC Berkeley CS Student with experience in full-stack web development and a keen interest in efficient, interpretable ML.
Rush Kapoor
GitHub Repository
Codes for SIGIR'22 Paper 'On-Device Next-Item Recommendation with Self-Supervised Knowledge Distillation'

OD-Rec Codes for SIGIR'22 Paper 'On-Device Next-Item Recommendation with Self-Supervised Knowledge Distillation' Paper, saved teacher models and Andro

Xin Xia 11 Nov 22, 2022
Prompt-BERT: Prompt makes BERT Better at Sentence Embeddings

Prompt-BERT: Prompt makes BERT Better at Sentence Embeddings Results on STS Tasks Model STS12 STS13 STS14 STS15 STS16 STSb SICK-R Avg. unsup-prompt-be

196 Jan 08, 2023
Boundary IoU API (Beta version)

Boundary IoU API (Beta version) Bowen Cheng, Ross Girshick, Piotr Dollár, Alexander C. Berg, Alexander Kirillov [arXiv] [Project] [BibTeX] This API is

Bowen Cheng 177 Dec 29, 2022
ImageNet-CoG is a benchmark for concept generalization. It provides a full evaluation framework for pre-trained visual representations which measure how well they generalize to unseen concepts.

The ImageNet-CoG Benchmark Project Website Paper (arXiv) Code repository for the ImageNet-CoG Benchmark introduced in the paper "Concept Generalizatio

NAVER 23 Oct 09, 2022
A check for whether the dependency jobs are all green.

alls-green A check for whether the dependency jobs are all green. Why? Do you have more than one job in your GitHub Actions CI/CD workflows setup? Do

Re:actors 33 Jan 03, 2023
Code for "Learning to Regrasp by Learning to Place"

Learning2Regrasp Learning to Regrasp by Learning to Place, CoRL 2021. Introduction We propose a point-cloud-based system for robots to predict a seque

Shuo Cheng (成硕) 18 Aug 27, 2022
Ensemble Knowledge Guided Sub-network Search and Fine-tuning for Filter Pruning

Ensemble Knowledge Guided Sub-network Search and Fine-tuning for Filter Pruning This repository is official Tensorflow implementation of paper: Ensemb

Seunghyun Lee 12 Oct 18, 2022
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

JAX: Autograd and XLA Quickstart | Transformations | Install guide | Neural net libraries | Change logs | Reference docs | Code search News: JAX tops

Google 21.3k Jan 01, 2023
BanditPAM: Almost Linear-Time k-Medoids Clustering

BanditPAM: Almost Linear-Time k-Medoids Clustering This repo contains a high-performance implementation of BanditPAM from BanditPAM: Almost Linear-Tim

254 Dec 12, 2022
mlpack: a scalable C++ machine learning library --

a fast, flexible machine learning library Home | Documentation | Doxygen | Community | Help | IRC Chat Download: current stable version (3.4.2) mlpack

mlpack 4.2k Jan 09, 2023
Robocop is your personal mini voice assistant made using Python.

Robocop-VoiceAssistant To use this project, you should have python installed in your system. If you don't have python installed, install it beforehand

Sohil Khanduja 3 Feb 26, 2022
시각 장애인을 위한 스마트 지팡이에 활용될 딥러닝 모델 (DL Model Repo)

SmartCane-DL-Model Smart Cane using semantic segmentation 참고한 Github repositoy 🔗 https://github.com/JunHyeok96/Road-Segmentation.git 데이터셋 🔗 https://

반드시 졸업한다 (Team Just Graduate) 4 Dec 03, 2021
Codes for TIM2021 paper "Anchor-Based Spatio-Temporal Attention 3-D Convolutional Networks for Dynamic 3-D Point Cloud Sequences"

Codes for TIM2021 paper "Anchor-Based Spatio-Temporal Attention 3-D Convolutional Networks for Dynamic 3-D Point Cloud Sequences"

Intelligent Robotics and Machine Vision Lab 4 Jul 19, 2022
[WWW 2021] Source code for "Graph Contrastive Learning with Adaptive Augmentation"

GCA Source code for Graph Contrastive Learning with Adaptive Augmentation (WWW 2021) For example, to run GCA-Degree under WikiCS, execute: python trai

Big Data and Multi-modal Computing Group, CRIPAC 97 Jan 07, 2023
Pytorch version of SfmLearner from Tinghui Zhou et al.

SfMLearner Pytorch version This codebase implements the system described in the paper: Unsupervised Learning of Depth and Ego-Motion from Video Tinghu

Clément Pinard 909 Dec 22, 2022
Catbird is an open source paraphrase generation toolkit based on PyTorch.

Catbird is an open source paraphrase generation toolkit based on PyTorch. Quick Start Requirements and Installation The project is based on PyTorch 1.

Afonso Salgado de Sousa 5 Dec 15, 2022
[ICCV 2021] Deep Hough Voting for Robust Global Registration

Deep Hough Voting for Robust Global Registration, ICCV, 2021 Project Page | Paper | Video Deep Hough Voting for Robust Global Registration Junha Lee1,

Junha Lee 10 Dec 02, 2022
Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research

Welcome to AirSim AirSim is a simulator for drones, cars and more, built on Unreal Engine (we now also have an experimental Unity release). It is open

Microsoft 13.8k Jan 03, 2023
Sequence modeling benchmarks and temporal convolutional networks

Sequence Modeling Benchmarks and Temporal Convolutional Networks (TCN) This repository contains the experiments done in the work An Empirical Evaluati

CMU Locus Lab 3.5k Jan 01, 2023
code from "Tensor decomposition of higher-order correlations by nonlinear Hebbian plasticity"

Code associated with the paper "Tensor decomposition of higher-order correlations by nonlinear Hebbian learning," Ocker & Buice, Neurips 2021. "plot_f

Gabriel Koch Ocker 4 Oct 16, 2022