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vinothpandian/metamorph

By vinothpandian

•Updated over 5 years ago

MetaMorph is an AI tool to detect the constituent UI elements of low fidelity prototype sketches.

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vinothpandian/metamorph repository overview

⁠MetaMorph: AI Assistance to Transform Lo-Fi Sketches to Higher Fidelities

Version Documentation ⁠ License: MIT ⁠
Python: 3.6 ⁠ Dependency: Tensorflow 1.9 ⁠ Dependency Manager: Poetry ⁠

Homepage ⁠ Demo ⁠

MetaMorph is an AI tool to detect the constituent UI elements of low fidelity prototype sketches.


⁠Dataset

MetaMorph uses


MetaMorph API can be quickly deployed from docker without any installation or model download steps.

To use it, pull the image from Dockerhub

docker pull vinothpandian/metamorph:latest

Run it with docker the following command

docker run -p 8000:8000 --name metamorph vinothpandian/metamorph:latest

⁠Citation

If you use MetaMorph, please use the following citation:

  • V. P. S. Pandian, S. Suleri, C. Beecks, M. Jarke. MetaMorph: AI Assistance to Transform Lo-Fi Sketches to Higher Fidelities. Proceedings of the 32st Australian Conference on Human-Computer-Interaction.
@inproceedings{Pandian_MetaMorph,
	title        = {MetaMorph: AI Assistance to Transform Lo-Fi Sketches to Higher Fidelities.},
	author       = {Pandian, Vinoth Pandian Sermuga and Suleri, Sarah and Beecks, Christian and Jarke, Matthias},
	year         = 2020,
	booktitle    = {Proceedings of the 32st Australian Conference on Human-Computer-Interaction},
	publisher    = {Association for Computing Machinery},
	address      = {New York, NY, USA},
	series       = {OZCHI'20},
	numpages     = 10,
	keywords     = {UI Element Dataset, Neural Networks, Deep Learning, Sketch Detection, Sketch Recognition, Artificial Intelligence, Prototyping}
}

If you use Syn or UISketch, please use the following citation:

@inproceedings{Pandin_Syn,
	title        = {Syn: Synthetic Dataset for Training UI Element Detector From Lo-Fi Sketches},
	author       = {Pandian, Vinoth Pandian Sermuga and Suleri, Sarah and Jarke, Matthias},
	year         = 2020,
	booktitle    = {Proceedings of the 25th International Conference on Intelligent User Interfaces Companion},
	location     = {Cagliari, Italy},
	publisher    = {Association for Computing Machinery},
	address      = {New York, NY, USA},
	series       = {IUI '20},
	pages        = {79–80},
	doi          = {10.1145/3379336.3381498},
	isbn         = 9781450375139,
	url          = {https://doi.org/10.1145/3379336.3381498},
	numpages     = 2,
	keywords     = {Neural Networks, Sketch Detection, Prototyping, Sketch Recognition, UI Element Dataset, Deep Learning}
}

⁠Authors

šŸ‘¤ Vinoth Pandian

šŸ‘¤ Sarah Suleri

Tag summary

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Size

390.1 MB

Last updated

over 5 years ago

docker pull vinothpandian/metamorph