Package Health Score

54 / 100

security
Security review needed
popularity
Small
maintenance
Inactive
community
Active

Popularity

Small

GitHub Stars: 5.83K
Forks: 1.21K
Contributors: 120

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package gluoncv-torch, we found that it has been starred 5,835 times.

Security

Security review needed

Security and license risk for latest version

Release Date: Jun 28, 2020
Direct Vulnerabilities: 0
C
0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
0
M
0
L

All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

Apache-2.0

Security Policy

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Maintenance

Inactive

Commit Frequency

No Recent Commits

Open Issues: 40
Open PR: 20
Last Release: 4 years ago
Last Commit: 2 years ago

Further analysis of the maintenance status of gluoncv-torch based on released PyPI versions cadence, the repository activity, and other data points determined that its maintenance is Inactive.

An important project maintenance signal to consider for gluoncv-torch is that it hasn't seen any new versions released to PyPI in the past 12 months, and could be considered as a discontinued project, or that which receives low attention from its maintainers.

As a healthy sign for on-going project maintenance, we found that the GitHub repository had at least 1 pull request or issue interacted with by the community.

Community

Active

Readme: Yes
Contributing.md: No
Code of Conduct: No
Contributors: 120
Funding: No

A good and healthy external contribution signal for gluoncv-torch project, which invites more than one hundred open source maintainers to collaborate on the repository.

We found a way for you to contribute to the project! Looks like gluoncv-torch is missing a Code of Conduct.

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Package

Python Versions Compatibility: Unspecified

Age: 6 years
Latest Release: 2 years ago
Dependencies: 4 Direct / 12 Total
Versions: 9
Maintainers: 2
Wheels: OS Independent

Readme

PyTorch-Encoding

GluonCV-Torch

Load GluonCV Models in PyTorch. Simply import gluoncvth to getting better pretrained model than torchvision:

import gluoncvth as gcv
model = gcv.models.resnet50(pretrained=True)

Installation:

pip install gluoncv-torch

Available Models

ImageNet

ImageNet models single-crop error rates, comparing to the torchvision models:

	torchvision		gluoncvth
Model	Top-1 error	Top-5 error	Top-1 error	Top-5 error
ResNet18	30.24	10.92	29.06	10.17
ResNet34	26.70	8.58	25.35	7.92
ResNet50	23.85	7.13	22.33	6.18
ResNet101	22.63	6.44	20.80	5.39
ResNet152	21.69	5.94	20.56	5.39
Inception v3	22.55	6.44	21.33	5.61

More models available at GluonCV Image Classification ModelZoo

Semantic Segmentation

Results on Pascal VOC dataset:

Model	Base Network	mIoU
FCN	ResNet101	83.6
PSPNet	ResNet101	85.1
DeepLabV3	ResNet101	86.2

Results on ADE20K dataset:

Model	Base Network	PixAcc	mIoU
FCN	ResNet101	80.6	41.6
PSPNet	ResNet101	80.8	42.9
DeepLabV3	ResNet101	81.1	44.1

Quick Demo

import torch
import gluoncvth

# Get the model
model = gluoncvth.models.get_deeplab_resnet101_ade(pretrained=True)
model.eval()

# Prepare the image
url = 'https://github.com/zhanghang1989/image-data/blob/master/encoding/' + \
    'segmentation/ade20k/ADE_val_00001142.jpg?raw=true'
filename = 'example.jpg'
img = gluoncvth.utils.load_image(
    gluoncvth.utils.download(url, filename)).unsqueeze(0)

# Make prediction
output = model.evaluate(img)
predict = torch.max(output, 1)[1].cpu().numpy() + 1

# Get color pallete for visualization
mask = gluoncvth.utils.get_mask_pallete(predict, 'ade20k')
mask.save('output.png')

More models available at GluonCV Semantic Segmentation ModelZoo

API Reference

ResNet

gluoncvth.models.resnet18(pretrained=True)
gluoncvth.models.resnet34(pretrained=True)
gluoncvth.models.resnet50(pretrained=True)
gluoncvth.models.resnet101(pretrained=True)
gluoncvth.models.resnet152(pretrained=True)

FCN

gluoncvth.models.get_fcn_resnet101_voc(pretrained=True)
gluoncvth.models.get_fcn_resnet101_ade(pretrained=True)

PSPNet

gluoncvth.models.get_psp_resnet101_voc(pretrained=True)
gluoncvth.models.get_psp_resnet101_ade(pretrained=True)

DeepLabV3

gluoncvth.models.get_deeplab_resnet101_voc(pretrained=True)
gluoncvth.models.get_deeplab_resnet101_ade(pretrained=True)

Why GluonCV?

1. State-of-the-art Implementations

2. Pretrained Models and Tutorials

3. Community Support

We expect this PyTorch inference API for GluonCV models will be beneficial to the entire computer vision comunity.

gluoncv-torch dependencies

numpy pillow torch tqdm

FAQs

What is gluoncv-torch?

MXNet Gluon CV Toolkit. Visit Snyk Advisor to see a full health score report for gluoncv-torch, including popularity, security, maintenance & community analysis.

Is gluoncv-torch popular?

The python package gluoncv-torch receives a total of 143 weekly downloads. As such, gluoncv-torch popularity was classified as small. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is gluoncv-torch well maintained?

We found indications that gluoncv-torch is an Inactive project. See the full package health analysis to learn more about the package maintenance status.

Is gluoncv-torch safe to use?

While scanning the latest version of gluoncv-torch, we found that a security review is needed. A total of 0 vulnerabilities or license issues were detected. See the full security scan results.

Last updated on 25 November-2024, at 12:53 (UTC).

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gluoncv-torch

MXNet Gluon CV Toolkit For more information about how to use this package see README

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Package Health Score

Popularity

Direct Usage Popularity

Security

Security and license risk for latest version

Maintenance

Commit Frequency

Community

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Package

Readme

PyTorch-Encoding

GluonCV-Torch

Available Models

ImageNet

Semantic Segmentation

API Reference

ResNet

FCN

PSPNet

DeepLabV3

Why GluonCV?

gluoncv-torch dependencies

FAQs

What is gluoncv-torch?

Is gluoncv-torch popular?

Is gluoncv-torch well maintained?

Is gluoncv-torch safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Fix identified vulnerabilities

Monitor for new issues

Package Health Score

Direct Usage Popularity

Security and license risk for latest version

Commit Frequency

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Snyk Vulnerability Scanner

Readme

PyTorch-Encoding

GluonCV-Torch

Available Models

ImageNet

Semantic Segmentation

API Reference

ResNet

FCN

PSPNet

DeepLabV3

Why GluonCV?

gluoncv-torch dependencies

FAQs

What is gluoncv-torch?

Is gluoncv-torch popular?

Is gluoncv-torch well maintained?

Is gluoncv-torch safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Source Code

Open Source

Container

Config

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