Markus Monz's repositories

dupfinder

Find duplicate files according to md5 hash

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fastSharerGo

GoLang implementation of fastSharer, so it can be used on NAS systems

ACE

Towards Automatic Concept-based Explanations

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bias-mitigators

Critical analysis of state-of-the-art bias mitigation techniques

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face-keypoint-detection

PoC for face keypoint detection using Kaggle dataset for training a small CNN. Can be executed on client side using the web application.

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fastSharer

simple Peer2Peer file shareing tool

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garden-time-lapse

Image classification for time-lapse video.

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gpuImageResizer

GPU accelerated image resizer

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IBD

IBD: Interpretable Basis Decomposition for Visual Explanation

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Integrated-Gradients

Attributing predictions made by the Inception network using the Integrated Gradients method

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interfacegan

CVPR'20 paper `Interpreting the Latent Space of GANs for Semantic Face Editing`

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limecv

A LaTeX CV Document Class

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MPAndroidChart

A powerful Android chart view / graph view library, supporting line- bar- pie- radar- bubble- and candlestick charts as well as scaling, dragging and animations.

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navigan

Navigating the GAN Parameter Space for Semantic Image Editing

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net2vec

Code for Net2Vec: Quantifying and Explaining how Concepts are Encoded by Filters in Deep Neural Networks

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PerceptualSimilarity

LPIPS metric. pip install lpips

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plg

A Business Processes and Logs Generator

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ProtoPNet

This code package implements the prototypical part network (ProtoPNet) from the paper "This Looks Like That: Deep Learning for Interpretable Image Recognition" (to appear at NeurIPS 2019), by Chaofan Chen* (Duke University), Oscar Li* (Duke University), Chaofan Tao (Duke University), Alina Jade Barnett (Duke University), Jonathan Su (MIT Lincoln Laboratory), and Cynthia Rudin (Duke University) (* denotes equal contribution).

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rebias

Official Pytorch implementation of ReBias (Learning De-biased Representations with Biased Representations), ICML 2020

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rewriting

Rewriting a Deep Generative Model, ECCV 2020 (oral). Interactive tool to directly edit the rules of a GAN to synthesize scenes with objects added, removed, or altered. Change StyleGANv2 to make extravagant eyebrows, or horses wearing hats.

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saliency_evaluation

Python implementation for evaluating explanations presented in "On the (In)fidelity and Sensitivity for Explanations" in NeurIPS 2019 for evaluating any saliency explanations.

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surveyScripts

Thesis survey evaluation scripts

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Sybil

Deep Learning for Lung Cancer Risk Prediction using LDCT

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tcav

Code for the TCAV ML interpretability project

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