gluoncv

library0.10.5.post0pypypiunverified

GluonCV is a deep learning computer vision toolkit originally built on Apache MXNet, now also supporting PyTorch. Version 0.10.5.post0 is the latest release. The project is in maintenance mode with infrequent releases.

ai-ml aws

pip install gluoncv

github ↗package ↗homepage ↗

INSTALL

IMPORT

SIG · GLUONCV

gluoncv

ai-mlpythonv0.10.5.post0

harness data pending

Install & Compatibility

Where this runs

No compatibility data collected yet for this library.

Code

Verified usage

Verified import paths — ran on the pinned version, not inferred.

model_zoo

✓ from gluoncv import model_zoo

✗ from gluoncv import model_zoo

Load a pre-trained YOLOv3 model and run inference on a random image (MXNet backend).

from gluoncv import model_zoo, data, utils import mxnet as mx # Load a pre-trained model net = model_zoo.get_model('yolo3_darknet53_coco', pretrained=True) # Prepare a sample image from mxnet import nd import numpy as np # Simulate an image array x = nd.random.uniform(0, 255, (1, 3, 416, 416)) # Perform inference class_ids, scores, bounding_boxes = net(x) print('Detected objects:', class_ids, scores, bounding_boxes)

Debug

Known issues

breakingGluonCV 0.10.x drops Python 2 support and requires MXNet >= 1.8.0.

fix

Upgrade MXNet to 1.8+ and use Python 3.6+.

affects: >=0.10.0

deprecatedMXNet backend is deprecated in favor of PyTorch. New development is on PyTorch models.

fix

Migrate to PyTorch backend using gluoncv.torch module.

affects: >=0.9.0

gotchamodel_zoo.get_model() may download large pretrained weights on first use; ensure internet connectivity and sufficient disk space.

fix

Use gluoncv.model_zoo.get_model('...', pretrained=False) to skip download.

affects: all

Upgrade

Version history

0.10.5.post0latest on PyPI · released May 2, 2022

Audit

Dependencies

mxnetrequiredCore backend for GluonCV MXNet models

torchoptionalRequired for PyTorch models (gluoncv.torch)

Agent activity

27 hits · last 30 days

node

OpenAI (training)

Resources

githubhttps://github.com/dmlc/gluon-cv ↗

packagehttps://pypi.org/project/gluoncv/ ↗

homepagehttps://gluon-cv.mxnet.io ↗