Skip to main content

MammoPy

A Comprehensive Deep Learning Library for Mammogram Assessment

PyPI version GitHub

Useful Links

[Documentation] | [Paper] | [Notebook examples] | [Web applications]

Introduction

Welcome to MammoPy Repository! MammoPy is a python-based library designed to facilitate the creation of mammogram image analysis pipelines . The library includes plug-and-play modules to perform:

  • Standard mammogram image pre-processing (e.g., normalization, bounding box cropping, and DICOM to jpeg conversion)

  • Mammogram assessment pipelines (e.g., breast area segmentation, dense tissue segmentation, and percentage density estimation)

  • Modeling deep learning architectures for various downstream tasks (e.g., micro-calcification and mass detection)

  • Feature attribution-based interpretability techniques (e.g., GradCAM, GradCAM++, and LRP)

  • Visualization

All the functionalities are grouped under a user-friendly API.

If you encounter any issue or have questions regarding the library, feel free to open a GitHub issue. We'll do our best to address it.

Metadata

Release files for mammopy 0.0.18

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for mammopy 0.0.18
File Size Uploaded
mammopy-0.0.18.tar.gz 85.7 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for mammopy 0.0.18
File Interpreter ABI Platform
mammopy-0.0.18-py3-none-any.whl Python 3 none any Details

Total release size: 126.2 kB

Release files / mammopy-0.0.18.tar.gz

Download URL mammopy-0.0.18.tar.gz
Size 85.7 kB
Tags Source
SHA-256 checksum
How to use checksums
b0beba16409174cc8566095dfef0ed9b7ce25f86b2b8336305bf840178af88e6
BLAKE2b-256 checksum
How to use checksums
9ac7b7c1aa9fffde462decd0f40c234c22747a9bce5e1f286413b3e58ae014c4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via poetry/1.4.2 CPython/3.8.16 Windows/10

Release files / mammopy-0.0.18-py3-none-any.whl

Download URL mammopy-0.0.18-py3-none-any.whl
Size 40.5 kB
Tags Python 3
SHA-256 checksum
How to use checksums
406ac40ee1cfe2d3ca045ec1f1ffb3a7cb47cecd4e55041c03b959d048475a93
BLAKE2b-256 checksum
How to use checksums
93b5a2a8e8db158e3c92933141beb8f15412712669f846714662b0ea81f3a3f9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via poetry/1.4.2 CPython/3.8.16 Windows/10

Release history Release notifications | RSS feed

This release

0.0.18 This release

2 release files

0.0.17

2 release files

0.0.16

2 release files

0.0.15

2 release files

0.0.14

2 release files

0.0.13

2 release files

0.0.12

2 release files

0.0.9

2 release files

0.0.8

2 release files

0.0.6

2 release files

0.0.5

2 release files

0.0.4

2 release files

0.0.3

2 release files

0.0.2

2 release files

0.0.1

2 release files

0.0.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page