Software Open Access
Hessenkemper, Hendrik; Starke, Sebastian; Atassi, Yazan; Ziegenhein, Thomas; Lucas, Dirk
{ "files": [ { "checksum": "md5:3e7b49ad85cd644dba8e4b7c88bfb1a1", "key": "CodeRepo.zip", "links": { "self": "https://rodare.hzdr.de/api/files/b1c64d2f-6a01-4ebc-89bf-34f358ac4040/CodeRepo.zip" }, "size": 4028482, "type": "zip", "bucket": "b1c64d2f-6a01-4ebc-89bf-34f358ac4040" }, { "checksum": "md5:f4a6990ae1e39c12ff9e9f619ca7b640", "key": "Models.zip", "links": { "self": "https://rodare.hzdr.de/api/files/b1c64d2f-6a01-4ebc-89bf-34f358ac4040/Models.zip" }, "size": 65308998, "type": "zip", "bucket": "b1c64d2f-6a01-4ebc-89bf-34f358ac4040" } ], "conceptdoi": "10.14278/rodare.1470", "links": { "badge": "https://rodare.hzdr.de/badge/doi/10.14278/rodare.2566.svg", "doi": "https://doi.org/10.14278/rodare.2566", "conceptbadge": "https://rodare.hzdr.de/badge/doi/10.14278/rodare.1470.svg", "conceptdoi": "https://doi.org/10.14278/rodare.1470", "bucket": "https://rodare.hzdr.de/api/files/b1c64d2f-6a01-4ebc-89bf-34f358ac4040", "html": "https://rodare.hzdr.de/record/2566", "latest": "https://rodare.hzdr.de/api/records/2566", "latest_html": "https://rodare.hzdr.de/record/2566" }, "doi": "10.14278/rodare.2566", "id": 2566, "revision": 2, "updated": "2023-11-20T13:47:21.421396+00:00", "created": "2023-11-20T12:40:40.885680+00:00", "stats": { "volume": 2434868764.0, "unique_downloads": 45.0, "version_unique_downloads": 224.0, "unique_views": 304.0, "downloads": 72.0, "version_unique_views": 1483.0, "version_views": 2364.0, "version_downloads": 348.0, "version_volume": 8253493748.0, "views": 370.0 }, "metadata": { "license": { "id": "CC-BY-4.0" }, "pub_id": "34349", "doc_id": "1", "doi": "10.14278/rodare.2566", "publication_date": "2022-08-05", "resource_type": { "type": "software", "title": "Software" }, "communities": [ { "id": "energy" }, { "id": "fwd" }, { "id": "hzdr" }, { "id": "rodare" } ], "related_identifiers": [ { "identifier": "https://www.hzdr.de/publications/Publ-34349", "scheme": "url", "relation": "isIdenticalTo" }, { "identifier": "https://www.hzdr.de/publications/Publ-34350", "scheme": "url", "relation": "isReferencedBy" }, { "identifier": "10.14278/rodare.1470", "scheme": "doi", "relation": "isVersionOf" } ], "language": "eng", "relations": { "version": [ { "index": 3, "parent": { "pid_value": "1470", "pid_type": "recid" }, "count": 4, "last_child": { "pid_value": "2566", "pid_type": "recid" }, "is_last": true } ] }, "access_right": "open", "access_right_category": "success", "title": "Software for Bubble identification from images with machine learning methods", "keywords": [ "Bubbly flows", "Deep Learning", "Computer Vision", "CNN", "Semantic segmentation" ], "version": "1.0", "description": "<p>This package contains the software and the trained models described in the publication <a href=\"https://arxiv.org/abs/2202.03107\">"Bubble identification from images with machine learning methods"</a>. Please refer to the README.md for installation instructions and to the Prediction_demo.ipynb for usage demonstration.</p>\n\n<p><strong>Update</strong></p>\n\n<p>The Prediction_demo.ipynb includes now an example how to prepare the predictions for the tracking algorithm of <a href=\"https://arxiv.org/abs/2306.02101\">"Fate of bubble clusters rising in a quiescent liquid"</a>. The tracking code can be found <a href=\"https://rodare.hzdr.de/record/2316\">here</a>.</p>\n\n<p><strong>Update</strong></p>\n\n<p>Now only tensorflow models are used, so no MXNet installation required.</p>", "creators": [ { "orcid": "0000-0002-2588-694X", "name": "Hessenkemper, Hendrik", "affiliation": "HZDR" }, { "name": "Starke, Sebastian", "affiliation": "HZDR" }, { "name": "Atassi, Yazan", "affiliation": "HZDR" }, { "orcid": "0000-0002-1378-3900", "name": "Ziegenhein, Thomas", "affiliation": "TIVConsultancy" }, { "orcid": "0000-0003-0463-2278", "name": "Lucas, Dirk", "affiliation": "HZDR" } ] }, "owners": [ 179 ], "conceptrecid": "1470" }
All versions | This version | |
---|---|---|
Views | 2,364 | 370 |
Downloads | 348 | 72 |
Data volume | 8.3 GB | 2.4 GB |
Unique views | 1,483 | 304 |
Unique downloads | 224 | 45 |