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Title: GitHub - astro274/ImageSegmentation: Identification of objects in an Image using Mask-R Convoluted Neural Network

Open Graph Title: GitHub - astro274/ImageSegmentation: Identification of objects in an Image using Mask-R Convoluted Neural Network

X Title: GitHub - astro274/ImageSegmentation: Identification of objects in an Image using Mask-R Convoluted Neural Network

Description: Identification of objects in an Image using Mask-R Convoluted Neural Network - astro274/ImageSegmentation

Open Graph Description: Identification of objects in an Image using Mask-R Convoluted Neural Network - astro274/ImageSegmentation

X Description: Identification of objects in an Image using Mask-R Convoluted Neural Network - astro274/ImageSegmentation

Opengraph URL: https://github.com/astro274/ImageSegmentation

X: @github

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images	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/tree/main/images
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README.md	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/README.md
requirements.txt	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/requirements.txt
requirements.txt	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/requirements.txt
setup.cfg	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/setup.cfg
setup.cfg	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/setup.cfg
setup.py	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/setup.py
setup.py	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/setup.py
README	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation
License	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#mask-r-cnn-for-object-detection-and-segmentation---2021-updated-for-tensorflow-241-with-google-colab-sample
Mask R-CNN	https://arxiv.org/abs/1703.06870
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/street.png
Matterport3D	https://matterport.com/blog/2017/09/20/announcing-matterport3d-research-dataset/
here	https://matterport.com/gallery/
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#getting-started
demo.ipynb	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/samples/demo.ipynb
train_shapes.ipynb	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/samples/shapes/train_shapes.ipynb
model.py	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/mrcnn/model.py
utils.py	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/mrcnn/utils.py
config.py	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/mrcnn/config.py
inspect_data.ipynb	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/samples/coco/inspect_data.ipynb
inspect_model.ipynb	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/samples/coco/inspect_model.ipynb
inspect_weights.ipynb	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/samples/coco/inspect_weights.ipynb
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#step-by-step-detection
inspect_data.ipynb	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/samples/coco/inspect_data.ipynb
inspect_model.ipynb	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/samples/coco/inspect_model.ipynb
inspect_weights.ipynb	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/samples/coco/inspect_weights.ipynb
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#1-anchor-sorting-and-filtering
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/detection_anchors.png
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#2-bounding-box-refinement
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/detection_refinement.png
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#3-mask-generation
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/detection_masks.png
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#4layer-activations
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/detection_activations.png
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#5-weight-histograms
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/detection_histograms.png
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#6-logging-to-tensorboard
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/detection_tensorboard.png
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#6-composing-the-different-pieces-into-a-final-result
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/detection_final.png
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#training-on-ms-coco
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#training-on-your-own-dataset
blog post about the balloon color splash sample	https://engineering.matterport.com/splash-of-color-instance-segmentation-with-mask-r-cnn-and-tensorflow-7c761e238b46
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#differences-from-the-official-paper
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#citation
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#contributing
join our team	https://matterport.com/careers/
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#requirements
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#ms-coco-requirements
MS COCO Dataset	http://cocodataset.org/#home
minival	https://dl.dropboxusercontent.com/s/o43o90bna78omob/instances_minival2014.json.zip?dl=0
validation-minus-minival	https://dl.dropboxusercontent.com/s/s3tw5zcg7395368/instances_valminusminival2014.json.zip?dl=0
Faster R-CNN implementation	https://github.com/rbgirshick/py-faster-rcnn/blob/master/data/README.md
this Docker container	https://hub.docker.com/r/waleedka/modern-deep-learning/
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#installation
releases page	https://github.com/matterport/Mask_RCNN/releases
https://github.com/waleedka/coco	https://github.com/waleedka/coco
https://github.com/philferriere/cocoapi	https://github.com/philferriere/cocoapi
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#projects-using-this-model
4K Video Demo	https://www.youtube.com/watch?v=OOT3UIXZztE
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#4k-video-demo-by-karol-majek
	https://www.youtube.com/watch?v=OOT3UIXZztE
Images to OSM	https://github.com/jremillard/images-to-osm
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#images-to-osm-improve-openstreetmap-by-adding-baseball-soccer-tennis-football-and-basketball-fields
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/images_to_osm.png
Splash of Color	https://engineering.matterport.com/splash-of-color-instance-segmentation-with-mask-r-cnn-and-tensorflow-7c761e238b46
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#splash-of-color-a-blog-post-explaining-how-to-train-this-model-from-scratch-and-use-it-to-implement-a-color-splash-effect
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/balloon_color_splash.gif
Segmenting Nuclei in Microscopy Images	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/samples/nucleus
2018 Data Science Bowl	https://www.kaggle.com/c/data-science-bowl-2018
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#segmenting-nuclei-in-microscopy-images-built-for-the-2018-data-science-bowl
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/nucleus_segmentation.png
Detection and Segmentation for Surgery Robots	https://github.com/SUYEgit/Surgery-Robot-Detection-Segmentation
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#detection-and-segmentation-for-surgery-robots-by-the-nus-control--mechatronics-lab
	https://github.com/SUYEgit/Surgery-Robot-Detection-Segmentation/raw/master/assets/video.gif
Reconstructing 3D buildings from aerial LiDAR	https://medium.com/geoai/reconstructing-3d-buildings-from-aerial-lidar-with-ai-details-6a81cb3079c0
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#reconstructing-3d-buildings-from-aerial-lidar
Esri	https://www.esri.com/
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/project_3dbuildings.png
Usiigaci: Label-free Cell Tracking in Phase Contrast Microscopy	https://github.com/oist/usiigaci
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#usiigaci-label-free-cell-tracking-in-phase-contrast-microscopy
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/project_usiigaci1.gif
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/project_usiigaci2.gif
Characterization of Arctic Ice-Wedge Polygons in Very High Spatial Resolution Aerial Imagery	http://www.mdpi.com/2072-4292/10/9/1487
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#characterization-of-arctic-ice-wedge-polygons-in-very-high-spatial-resolution-aerial-imagery
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/project_ice_wedge_polygons.png
Mask-RCNN Shiny	https://github.com/huuuuusy/Mask-RCNN-Shiny
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#mask-rcnn-shiny
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/project_shiny1.jpg
Mapping Challenge	https://github.com/crowdAI/crowdai-mapping-challenge-mask-rcnn
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#mapping-challenge-convert-satellite-imagery-to-maps-for-use-by-humanitarian-organisations
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/mapping_challenge.png
GRASS GIS Addon	https://github.com/ctu-geoforall-lab/i.ann.maskrcnn
Master's thesis	https://github.com/ctu-geoforall-lab-projects/dp-pesek-2018
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#grass-gis-addon-to-generate-vector-masks-from-geospatial-imagery-based-on-a-masters-thesis-by-ondřej-pešek
	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation/blob/main/assets/project_grass_gis.png
Readme	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#readme-ov-file
View license	https://patch-diff.githubusercontent.com/astro274/ImageSegmentation#License-1-ov-file
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