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

\n $\"Version\"$ \n \n $\"Documentation\"$ \n \n \n $\"License:$ \n \n
\n \n $\"Python:$ \n \n \n $\"Dependency:$ \n \n \n $\"Dependency$ \n \n
\n
\n \n Homepage\n \n \n \n \n \n Demo\n \n
\n

\n\n> MetaMorph is an AI tool to detect the constituent UI elements of low fidelity prototype sketches.\n\n---\n\n## Dataset\n\nMetaMorph uses\n\n- [UISketch](https://www.kaggle.com/vinothpandian/uisketch)\n- [Syn dataset](https://www.kaggle.com/vinothpandian/syn-dataset)\n\n---\n\nMetaMorph API can be quickly deployed from docker without any installation or model download steps.\n\nTo use it, pull the image from Dockerhub\n\n```\ndocker pull vinothpandian/metamorph:latest\n```\n\nRun it with docker the following command\n\n```sh\ndocker run -p 8000:8000 --name metamorph vinothpandian/metamorph:latest\n```\n\n\n---\n\n## Citation\n\nIf you use MetaMorph, please use the following citation:\n\n- 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._\n\n```bib\n@inproceedings{Pandian_MetaMorph,\n\ttitle = {MetaMorph: AI Assistance to Transform Lo-Fi Sketches to Higher Fidelities.},\n\tauthor = {Pandian, Vinoth Pandian Sermuga and Suleri, Sarah and Beecks, Christian and Jarke, Matthias},\n\tyear = 2020,\n\tbooktitle = {Proceedings of the 32st Australian Conference on Human-Computer-Interaction},\n\tpublisher = {Association for Computing Machinery},\n\taddress = {New York, NY, USA},\n\tseries = {OZCHI'20},\n\tnumpages = 10,\n\tkeywords = {UI Element Dataset, Neural Networks, Deep Learning, Sketch Detection, Sketch Recognition, Artificial Intelligence, Prototyping}\n}\n```\n\nIf you use Syn or UISketch, please use the following citation:\n\n```bib\n@inproceedings{Pandin_Syn,\n\ttitle = {Syn: Synthetic Dataset for Training UI Element Detector From Lo-Fi Sketches},\n\tauthor = {Pandian, Vinoth Pandian Sermuga and Suleri, Sarah and Jarke, Matthias},\n\tyear = 2020,\n\tbooktitle = {Proceedings of the 25th International Conference on Intelligent User Interfaces Companion},\n\tlocation = {Cagliari, Italy},\n\tpublisher = {Association for Computing Machinery},\n\taddress = {New York, NY, USA},\n\tseries = {IUI '20},\n\tpages = {79–80},\n\tdoi = {10.1145/3379336.3381498},\n\tisbn = 9781450375139,\n\turl = {https://doi.org/10.1145/3379336.3381498},\n\tnumpages = 2,\n\tkeywords = {Neural Networks, Sketch Detection, Prototyping, Sketch Recognition, UI Element Dataset, Deep Learning}\n}\n```\n\n---\n\n## Authors\n\n👤 **Vinoth Pandian**\n\n- Website: [vinoth.info](https://vinoth.info)\n- Github: [@vinothpandian](https://github.com/vinothpandian)\n- LinkedIn: [@vinothpandian](https://linkedin.com/in/vinothpandian)\n\n👤 **Sarah Suleri**\n\n- Website: [sarahsuleri.info](https://sarahsuleri.info)\n- LinkedIn: [@sarahsuleri](https://linkedin.com/in/sarahsuleri)\n","has_starred","hub_user","immutable_tags_settings",{"_75":11,"_76":77},"enabled","rules",[78],".*","is_automated","permissions",{"_82":21,"_83":11,"_84":11},"read","write","admin","user","storage_size",10780796315,"orgData","recentTags",[91],{"_92":44,"_93":94,"_95":96,"_97":98,"_99":100,"_50":118,"_119":94,"_120":33,"_121":56,"_57":122,"_123":124,"_125":109,"_126":118,"_127":66,"_128":21},"content_type","creator",3676539,"full_size",409015478,"id",62423741,"images",[101],{"_102":103,"_104":105,"_106":107,"_108":109,"_110":111,"_112":113,"_114":107,"_115":-5,"_116":96,"_63":66,"_117":-5},"architecture","amd64","digest","sha256:b99c4fe6cd246d79a60d2acc7241297498183b1f332187ce63a4da0fac58c567","features","","last_pulled","2026-10-10T13:12:01.632707996Z","last_pushed","2021-03-02T15:14:22Z","os","linux","os_features","os_version","size","variant","2021-03-02T15:14:21.768976Z","last_updater","last_updater_username","media_type","latest","repository",7413389,"tag_last_pulled","tag_last_pushed","tag_status","v2","sbxKitMetadata","isPotentialSpam","isHubSbxKitsEnabled","showSbxLogoOverride","sbxTrademarkText","displaySecurityMetadata","tagAttestations","tagsHaveAttestations",[],"selectedTag","attestationsUrl","routes/_layout.r.$namespace.$reponame.tags",{"_38":142,"_149":150,"_136":159,"_160":11},{"_40":143,"_42":144,"_45":46,"_47":48,"_49":11,"_50":51,"_52":53,"_54":145,"_57":35,"_32":33,"_58":59,"_60":44,"_61":62,"_63":64,"_65":66,"_67":-5,"_68":62,"_69":70,"_71":11,"_72":33,"_73":146,"_79":11,"_80":148,"_85":33,"_86":87},[],[44],[56],{"_75":11,"_76":147},[78],{"_82":21,"_83":11,"_84":11},"tags",{"_151":64,"_152":-5,"_153":-5,"_154":155},"count","next","previous","results",[156],{"_92":44,"_93":94,"_95":96,"_97":98,"_99":157,"_50":118,"_119":94,"_120":33,"_121":56,"_57":122,"_123":124,"_125":109,"_126":118,"_127":66,"_128":21},[158],{"_102":103,"_104":105,"_106":107,"_108":109,"_110":111,"_112":113,"_114":107,"_115":-5,"_116":96,"_63":66,"_117":-5},[],"canDeleteTags","actionData","errors"]

vinothpandian/metamorph

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