Duplicate labels & out of bounds coordinates

[lauravchrobak]

In training a model using the FN data I got some warnings (see below) that either the process had encountered duplicate labels and or had ignored corrupt images where the labels had annotations that were out of bounds. Looking into the FN labels themselves I am in fact seeing annotation duplications (example here) as well as annotations where the bounding box location exceeds the image width/height. This won't affect training but it might be nice to have a check for these when ingesting data. train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/00458c5b-75c9-4d83-bd78-767a08bf141d.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0009] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/01487edd-cae7-48fa-932c-46e7caeb9433.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/02d37e98-2aec-497f-82df-3777eff9980e.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0033] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/02d9c643-ab91-48db-bace-dd938b5dd274.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/04c4892a-a110-4ea3-b72c-e6665792bbe0.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/0568a9cd-52c0-4e4b-9775-ac71eeb0077c.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0033] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/056a35be-f4bb-4c4d-b537-7e11cd7c7909.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0028] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/0582004f-eb4b-4379-8f7c-a569e699c2e9.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0219] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/05c5e86c-4a11-42e4-9a16-6e88c20c10fa.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/0630ae96-2f38-4bb1-bbeb-771bbef9fa2b.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0046] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/06451d60-5209-404a-89dd-80190c177e98.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/069c41f5-a888-4be4-a325-1d5a761139be.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.4566 1.7582] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/07930995-086a-43bc-b881-2f2f45c5c3d5.jpg: ignoring corrupt image/label: negative label values [-0.00092593] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/08498134-5bef-4131-a1d2-84900b856837.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0009] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/08f26384-9d6e-4fcf-a06a-22bebf3c8eeb.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.5472 1.4836] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/0a822487-c15e-4bd4-8f8a-b39ba903e91e.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/0b2fd15a-c6da-4b9c-8e77-90a1c01073db.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/0f864f1b-c118-40c8-856a-7f8189030870.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/100bd4ef-37f9-4150-8dfa-43786a74e5c7.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0009] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/1084ec58-c735-40ce-8c2a-be5aa549bd22.jpg: 2 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/10acaa87-894f-4947-8eee-b101bd15b6cd.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/1115c7c8-8354-4db5-a903-60b7dc6736eb.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/1221d7cc-27b6-481b-b213-7210b134cef4.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/139f5864-f9d0-43d2-a7bb-7c61202c2dad.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.4441 1.1341] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/13c70302-f83b-47be-94b0-c90528b728f8.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.2647] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/15174a2b-b15d-4db0-a93c-a10cea1a5dd5.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0044] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/15ebdb86-55b5-4714-bf4b-183b8077483a.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0111] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/16f940f6-d6df-48ac-b276-cb05b0354304.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0028] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/17b21d6f-bc38-4524-956a-bd1597256b08.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/190b9a21-6d12-4960-bb60-42db4634bd49.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/196ccd82-08fb-4be6-825a-53edbd98bd7d.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/19b5264f-b562-4996-a8dc-fd987d79e996.jpg: 2 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/1a237b4d-92cf-48a2-8556-f2bc9efa6b86.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/1c0cc133-24d3-44c2-9531-bf72ba746a21.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/1df7b62d-8c68-49ce-a343-1f2904443407.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/1ec2f85a-ce68-400d-89d8-ccf43700753b.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/20812009-5c60-477c-8952-4f6c6da13284.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0028] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/20d18380-6598-420f-9f27-fc07de854c79.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0175] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/220adafc-82cb-4b43-a5f6-984bfac858dd.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/22a8df49-dad0-4d3d-b0cd-33276a1e1a79.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/22b7c029-7df6-4935-97e8-2f5aa789446e.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/236eaaf1-8144-481d-9f7d-ed34830ffe5d.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0056] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/23b8a279-f53b-409c-bb0c-61ae8146ddc7.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.3696 1.1064 1.3872 1.3775] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/247df301-9c8f-4c12-905e-69f7cea75f3c.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2536ba44-59a0-46e5-85ff-8ff963f1b3ae.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.3361 1.2514] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2538a22c-b548-4781-8a9d-6c18ba09631a.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0005] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/26ac92fc-996c-4040-8d10-0e8eede1d83c.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0033] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/27e937d8-de9e-4e3f-930c-bf64c7442b5d.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/28590e62-25f6-44c4-94ed-aa10fb7ac988.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/29936364-c88e-4c74-baae-cebfe3d4f052.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0056] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2ac1a9f7-2673-4b7d-bbfa-001307027204.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2bd854be-e608-4395-aefe-4962639e2b05.jpg: ignoring corrupt image/label: negative label values [ -0.0069444] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2bdd5b1a-8622-45c5-bcdb-3d9138535d28.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2c2045b4-01c9-4dc8-912a-ce29493c95e0.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0009] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2c2f3cf0-63e4-413d-8045-295df83b0436.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2c4c6f1b-2f13-4402-b8f5-18a452b5006e.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0019] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2d1bcdfe-787c-4d83-a63f-dc7302d28e8c.jpg: 2 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2d968bc0-144a-4806-abe8-30b4c5e91337.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2e3a4a49-b96a-43f5-9498-324099ee247d.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2e3fe2b7-bc00-4472-9142-4da87021cca7.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.1718 1.4041] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/2ec727f9-8910-4699-9c0c-cb683e6ba465.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.01] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/303c8a4a-50d5-4cb1-8831-9e2146d84663.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0009] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/318849c3-7581-4e8b-b08e-03766c67a838.jpg: ignoring corrupt image/label: negative label values [ -0.0055556] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/31c4d9da-a657-42cf-b412-867bdd131297.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0063] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3238ad43-1210-4d52-b132-82ae04f160e7.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/334f419f-7fd3-4a21-8d2a-ed18bec312c7.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0005] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/33547660-1ff9-4c2c-833f-5b8ebc4bb22d.jpg: ignoring corrupt image/label: negative label values [ -0.018229] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/33c29b53-b4bc-4d59-b530-0ca63ade8ed8.jpg: 2 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3412cd56-bc9b-4d62-b36d-2cd2178247f8.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/34e787d8-263a-4cf0-9147-035787b69423.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/393eb412-a1e8-4730-a41d-0b9d9ca9e92b.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/39ec531c-7d9c-4604-bb5b-acaf77be2e71.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0157] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3aea4959-36a4-4f92-8dcd-7a37edb8a106.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3b8088bb-502d-4915-87f1-6152b599012d.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3bbdb2bb-0f28-43dd-9766-bc7d2bf4a795.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0037] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3bea4e3b-e941-4772-9165-e11bb60419d5.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0557] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3c7ea808-2a38-4764-81c8-3fd1a1fe37cc.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0157] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3e38e8c0-5f76-4071-8b5d-8edc5754ded3.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.7297 1.4579] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3e534379-42ab-4304-94a2-7a05d146d28f.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/3f503d6a-6e12-4911-a31e-cd926583f30d.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.2861] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/41e20e36-715b-467c-b6b7-e7770fa934be.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.3158 1.4443] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/42d8eb68-9dbb-4c56-b079-bcc0090a89d0.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/433b1805-41d9-48a6-9a51-7493d5d21a99.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0019] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/43b1378b-9bbf-4f1e-8147-15c96746472e.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0005] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/447ea61c-6b3c-4523-bdd4-90e001e9f609.jpg: 2 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/459dac4f-84d2-42be-bc7a-dd9c4a7b710f.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/465a72f6-d4b1-4210-bec2-5d8bffd98823.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0005 1.0009] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/46e6896f-b1b7-4081-9b80-545f8d975513.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/489af099-f322-401a-abbf-a92cf87fa746.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0056] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/49746b87-77e6-4b17-83d7-424dd9113176.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/49cf2b45-b146-4b7f-a144-9a46ed32673c.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/49ddfb6d-48f4-4248-a3ae-17b84f2212a4.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/4ae13e46-9fbe-4678-9eac-9d174edbc513.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/4c869b6b-797c-499c-8e00-be52b1faf0a2.jpg: ignoring corrupt image/label: negative label values [-0.00052083] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/4cd15c4f-970b-4a12-ad60-480d62b319ff.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0009] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/4d30605d-9c7c-493b-b155-d45a0a247d62.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0033] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/4d656fa0-da40-405b-b4a3-528db466a590.jpg: 1 duplicate labels removed train: WARNING ⚠️ 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[lauravchrobak]

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1.0599] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/dd290861-d234-460c-a2e7-0c3a04177526.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/dd876b4b-f3c1-4599-9ded-c37e3e82d4ba.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0052] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/ddd4ff32-94ab-45ac-b679-5a985ea96bd3.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/ddddf99f-113b-4b8e-ac31-87ce943e92c1.jpg: 2 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/de4c993d-ae3c-4cab-83fc-58933a19b093.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0009] train: WARNING ⚠️ 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coordinates [ 1.1694 1.5844] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/fb123bfa-3787-4e04-83ad-cbddd5c8a4a9.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0033] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/fb65224f-af04-4988-9c43-ff5e419b2ee6.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/fcbfddcd-5f03-4d98-81fd-56530b335d0d.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/fd594819-5df0-4ece-8000-afac7962f5eb.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0056] train: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/train/fd78f0a6-c1e3-4598-ba64-184f6256bfec.jpg: ignoring corrupt image/label: non-normalized or 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removed val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/7c18761b-c3e6-4a31-9754-5dcb0f3e18f4.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0005] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/7e21bf00-da27-479c-82b9-164b28d66f81.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0009] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/8179c529-8250-442f-b79f-ba1d9d1a620d.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0005] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/89c39a6a-cf16-4bf9-acb6-d8c846ee84a9.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0065] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/8b53ad8b-4aa6-4a4e-be55-aa5cb839e9e7.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.5518] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/8fca350a-3747-48bc-a528-d2e2c670335e.jpg: 1 duplicate labels removed val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/9d0f5619-c270-4225-9392-65ed88b67002.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0046] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/9d73b18c-067f-4a3b-8b30-bc573a9a6883.jpg: 1 duplicate labels removed val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/a7d172c0-ea5c-4918-9641-bcd52d402277.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/a8abea83-70d3-4720-8698-075f8d7cb7d6.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/b0a633df-6155-427b-a040-dd095b3c90b1.jpg: 1 duplicate labels removed val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/b4d28c02-6b83-41c3-ab74-9bb2f271c293.jpg: 1 duplicate labels removed val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/b70d4b6b-c05b-4b98-a4cf-d43abfbdac63.jpg: 1 duplicate labels removed val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/b84060f0-4d6c-4e77-9273-803813b312af.jpg: 1 duplicate labels removed val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/b8d116cc-44e4-40f0-bbec-983412bf91f6.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0019] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/bae4fdac-9a23-4dad-99d7-1c8433d00825.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0011] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/bdd08e53-5ab9-4e1a-8403-ee34196582b0.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0113] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/c4d8938d-7fc3-469e-8cd5-8f35b0bffac4.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.02] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/c8149e45-9029-478f-918d-09d7ec669d2b.jpg: 1 duplicate labels removed val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/c9badcfb-faf5-4a1a-b45b-22c414106e69.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0033] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/c9f9208b-74ca-43d6-a71a-7a8620a349d5.jpg: 1 duplicate labels removed val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/d6b1c6f7-b22b-4a50-a773-d63b28fc249a.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0163] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/f72e83d5-d69c-4e3e-b3ad-c9dc615f0273.jpg: ignoring corrupt image/label: negative label values [ -0.0020833] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/f896e30b-14cb-4706-8755-20922105e959.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [ 1.0009] val: WARNING ⚠️ /content/gdrive/Shareddrives/ProcessedFathomNet/dataset/images/val/fbb1614d-589a-4b40-ad17-4a4602fe4bb5.jpg: 1 duplicate labels removed

[hohonuuli]

Sanity check

Just confirming the values are real and not due to some glitch in the Pascal VOC generation. I used the image name @lauravchrobak linked in her sample to look up the UUID:

SELECT uuid FROM images WHERE url LIKE '%/0998/04_37_57_09.png'

-- Returns B8D116CC-44E4-40F0-BBEC-983412BF91F6

Fetch the data via the API using http://fathomnet.org:8080/images/B8D116CC-44E4-40F0-BBEC-983412BF91F6 which returns:

{
  "uuid": "b8d116cc-44e4-40f0-bbec-983412bf91f6",
  "url": "https://fathomnet.org/static/m3/framegrabs/Doc%20Ricketts/images/0998/04_37_57_09.png",
  "contributorsEmail": "brian@mbari.org",
  "width": 1920,
  "height": 1080,
  "imagingType": "ROV",
  "salinity": 34.5099983215332,
  "temperatureCelsius": 3.2730000019073486,
  "oxygenMlL": 0.621999979019165,
  "pressureDbar": 1243.4000244140625,
  "depthMeters": 1233.06005859375,
  "latitude": 36.418129,
  "longitude": -122.300433,
  "sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
  "timestamp": "2017-12-19T20:03:15Z",
  "createdTimestamp": "2021-09-29T21:18:44.087Z",
  "lastValidation": "2024-05-01T21:53:58.932364Z",
  "valid": true,
  "lastUpdatedTimestamp": "2024-05-01T21:53:58.950Z",
  "tags": [
    {
      "uuid": "60f87a61-83a5-4b0f-893d-26f936d09a42",
      "key": "source",
      "value": "MBARI/VARS",
      "mediaType": "text/plain"
    }
  ],
  "boundingBoxes": [
    {
      "uuid": "0cebf073-74ec-495f-b9bb-a9b4e0d03f28",
      "userDefinedKey": "9e6bfd64-89be-40f2-9665-b3aa04c4aa1e",
      "concept": "Keratoisis",
      "height": 1082,
      "observer": "expert-observer",
      "width": 1821,
      "x": 70,
      "y": 0,
      "rejected": false,
      "verified": false,
      "lastUpdatedTimestamp": "2021-09-29T21:18:45.739Z"
    }
  ]
}

Summary

So we do have boxes that extend past the image boundaries. Most likely this is from the localization tool which may not have been enforcing the boundary edge when a user draws a box.

I can set up something to clip those boxes in the database to stay within the image bounds.

[hohonuuli]

Just a note that the association with uuid 9e6bfd64-89be-40f2-9665-b3aa04c4aa1e no longer exists in VARS. It may have been replaced or removed by the video lab.

[hohonuuli]

@lauravchrobak We need to have a discussion on what the valid bounds are for a box. Different tools are using slightly different conventions. I'll swing by to chat. An example is below; the box has both y = 0 and height = 1080, which is actually 1081 pixels, when there are only 1080 pixels.

Image: width=1920, height=1080, contributors=brian@mbari.org
Original box: x=306, y=0, width=1309, height=1080, observers=lynne
Clipped box:  x=306, y=0, width=1309, height=1079

[hohonuuli]

My understanding is that yolo is zero-based, and Pascal VOC is one-based. So in the above example, 0-1079 is allowed in FathomNet, 1-1080 in Pascal VOC.

[lauravchrobak]

Some dataset metrics: essentially its a very small percentage of annotations that are out of bounds <1%, see below.

Check annotations that are out of bounds

image_generator = page(images.find_all, 1000)

x = []
y = []
bb_width = []
bb_height = []
image_width = []
image_height = []

# First populate only the labels folder
for image in progressbar(image_generator):

  if None not in (image.height, image.width):
    for b in image.boundingBoxes:
      if None not in (b.height, b.width, b.x, b.y):
        x.append(b.x)
        y.append(b.y)
        bb_width.append(b.width)
        bb_height.append(b.height)
        image_width.append(image.width)
        image_height.append(image.height)
      else:
        print(f"Skipping image uuid: {image.uuid} because label had null value:{b.x}, {b.y}, {b.height}, {b.width}")
        continue
  else:
    print(f"Slipping image uuid: {image.uuid} because image metadata has null values:{image.height}, {image.width}")
    continue
df_annotations = pd.DataFrame({'x':x, 'y':y, 'bb_width':bb_width, 'bb_height':bb_height, 'image_width':image_width, 'image_height':image_height})

def check_out_of_bounds(df):
  if (df.x + df.bb_width > df.image_width) or (df.y + df.bb_height > df.image_height) or (df.x < 0) or (df.y < 0) or (df.y > df.image_height) or (df.x > df.image_width):
    return True
  else:
    return False

df_annotations['out_of_bounds'] = df_annotations.apply(check_out_of_bounds, axis=1)
df_out_of_bounds = df_annotations[df_annotations['out_of_bounds'] == True]
df_in_bounds = df_annotations[df_annotations['out_of_bounds'] == False]

Out of bounds: 559 In bounds: 296228 Percentage out of bounds: 0.19 Percentage in bounds: 99.81

[lauravchrobak]

I wanted to get a sense for, if we clipped the annotations to be within the image frame, how different would they be from the current annotations. Getting an iou would take me a bit more time, and I can do that if we feel its worth while but just as a quick pulse check I logged the average difference in annotation width / height/ x/ y (in pixels) if we were to fix. I've included the code for reference below. The values I am seeing here are surprisingly large. I was hoping to see only a few pixel difference... Ill go back and double check the code but if this is correct we should visualize these images to understand what is up.

Average width_diff 23.64, std width_diff 74.86
Average height_diff 12.60, std height_diff 49.36
Average x_diff 3.33, std x_diff 2.91
Average y_diff 4.76, std y_diff 10.61

# amends bbox to be within image boundaries
diff_rows = [] 

for index, row in df_out_of_bounds.iterrows():
  if (row.x + row.bb_width > row.image_width):
    width_diff = row.bb_width - (row.image_width - row.x)
  else:
    width_diff = np.NaN
  if (row.y + row.bb_height > row.image_height):
    height_diff = row.bb_height - (row.image_height - row.y)
  else:
    height_diff = np.NaN
  if (row.x < 0):
    x_diff =  0 - row.x
  else:
    x_diff = np.NaN
  if (row.y < 0):
    y_diff = 0 - row.y
  else:
    y_diff = np.NaN
  # Append the fixed row as a dictionary to the list
  diff_rows.append({'x_diff':x_diff, 'y_diff':y_diff, 'width_diff':width_diff, 'height_diff':height_diff}) 

df_diff = pd.DataFrame(diff_rows)

[lauravchrobak]

I have included the uuids of 25 of the annotations that have a difference exceeding 10 pixels ( of which there are 72) and one can view the actual images in the fathomnet web ui

level_0	index	x	y	bb_width	bb_height	image_width	image_height	uuid	out_of_bounds	x_diff	y_diff	width_diff	height_diff
1	1664	173	368	42	41	715	368	3bea4e3b-e941-4772-9165-e11bb60419d5	true	NaN	NaN	NaN	-41.0
8	4014	1696	62	239	92	1920	1080	249d02be-1257-4bb1-8212-5f61d58a79ab	true	NaN	NaN	-15.0	NaN
21	9644	70	411	17	15	716	370	c4f979bf-0aeb-4d2e-812d-5ce1bbe3060b	true	NaN	NaN	NaN	-56.0
22	9737	33	0	1884	1094	1920	1080	812cd4c4-f19f-4186-ba39-e993dae2b06f	true	NaN	NaN	NaN	-14.0
31	13451	0	0	1910	1091	1920	1080	b01bd139-f9b5-48d5-9b72-3db82cd0d3d9	true	NaN	NaN	NaN	-11.0
41	18571	527	284	192	141	720	366	40039810-a69b-4edf-93d9-b4eae2c622fd	true	NaN	NaN	NaN	-59.0
52	25373	274	576	539	516	1920	1080	f6817e52-7bd5-4d3e-bfce-24796475f4bb	true	NaN	NaN	NaN	-12.0
57	27779	366	61	54	331	720	368	c4fb6fa5-ab63-4247-9f94-fce30a57c5e1	true	NaN	NaN	NaN	-24.0
71	32586	228	379	46	42	720	367	5942c973-6506-4b7b-a630-2b5835166127	true	NaN	NaN	NaN	-54.0
72	32920	119	229	104	151	720	366	9a30a173-8b3b-4d71-8748-5c85b0eafb95	true	NaN	NaN	NaN	-14.0
128	60832	373	360	9	22	715	370	732ada95-18df-4427-9454-9f7885d7fbbf	true	NaN	NaN	NaN	-12.0
129	60868	319	360	53	58	720	367	db909672-fbb7-47d6-8c1e-56c6d7b58eb2	true	NaN	NaN	NaN	-51.0
143	66452	710	421	188	163	714	368	797aca2d-1dce-4b05-b98e-b92c330980e6	true	NaN	NaN	-184.0	-216.0
177	83463	18	0	1898	1097	1920	1080	3c7ea808-2a38-4764-81c8-3fd1a1fe37cc	true	NaN	NaN	NaN	-17.0
189	88811	1261	367	685	562	1920	1080	c65cb4a4-fb64-43b6-a86e-26974d510537	true	NaN	NaN	-26.0	NaN
196	93210	569	370	68	33	715	370	95065656-53c4-4474-b7ec-a8104b0f62b2	true	NaN	NaN	NaN	-33.0
197	93221	100	373	15	13	715	370	95065656-53c4-4474-b7ec-a8104b0f62b2	true	NaN	NaN	NaN	-16.0
208	99949	456	292	785	372	720	366	8a1cbed1-8792-40e6-b164-070ab0f5e5ff	true	NaN	NaN	-521.0	-298.0
221	106221	250	0	1336	1097	1920	1080	879db1f8-58c1-423d-9af6-842a8f347a4d	true	NaN	NaN	NaN	-17.0
222	106532	0	0	815	1105	1920	1080	76523c8e-4a04-4ff6-9590-e5060db4bb69	true	NaN	NaN	NaN	-25.0
273	128548	299	368	28	20	640	366	8aca5a34-df4e-4409-a068-f1d0ababa3d7	true	NaN	NaN	NaN	-22.0
282	135592	0	0	1875	1097	1920	1080	b42b1fc6-6ba3-42a8-bb44-7212cd7b0752	true	NaN	NaN	NaN	-17.0
284	136087	162	309	46	101	720	368	c749c430-80f5-4442-9a95-6057d4a88219	true	NaN	NaN	NaN	-42.0
292	138948	145	0	1478	1092	1920	1080	cf6da33c-19b7-4eeb-b38c-a2b776721133	true	NaN	NaN	NaN	-12.0
297	140137	14	0	860	1097	1920	1080	39ec531c-7d9c-4604-bb5b-acaf77be2e71	true	NaN	NaN	NaN	-17.0
299	141564	257	354	78	65	720	366	7fca7504-500a-4b55-93e4-e5c12fb1fd7a	true	NaN	NaN	NaN	-53.0
323	159643	698	593	288	354	720	486	fb0cacfa-3236-46d8-85cc-22d5b6f6b89e	true	NaN	NaN	-266.0	-461.0
326	167533	303	293	174	93	720	368	e4b57499-62e1-4a38-9bdf-fc875d82a181	true	NaN	NaN	NaN	-18.0
327	167535	169	298	107	83	714	370	7168f7e1-c2bf-4349-a656-8c9e5353a7b7	true	NaN	NaN	NaN	-11.0
328	167548	188	183	130	198	713	370	7b2cc6f8-c39e-4b56-85dd-26de5e7e7cb4	true	NaN	NaN	NaN	-11.0
329	167616	223	105	350	320	720	368	b12e4e4e-c4a7-4563-a64b-77767cd6b108	true	NaN	NaN	NaN	-57.0
330	167655	372	253	76	130	720	366	c9e0c353-ce7b-4198-aff7-72640f375eb5	true	NaN	NaN	NaN	-17.0
331	167657	109	74	452	350	720	368	b0bb580f-83ea-41b4-acb9-ff5d8f0bd54b	true	NaN	NaN	NaN	-56.0
332	167835	367	205	98	56	394	212	bd27ce90-cfd6-47d5-91bb-e1bb35125d03	true	NaN	NaN	-71.0	-49.0
333	167836	171	152	215	167	394	212	bd27ce90-cfd6-47d5-91bb-e1bb35125d03	true	NaN	NaN	NaN	-107.0
334	167838	249	111	469	313	720	368	e44a567f-4e90-4ab1-bd74-f186ca38d155	true	NaN	NaN	NaN	-56.0
335	167846	374	306	44	91	714	368	c93f7f0d-f22d-4161-a05a-137049d5286a	true	NaN	NaN	NaN	-29.0
336	167880	929	469	222	356	714	368	069c41f5-a888-4be4-a325-1d5a761139be	true	NaN	NaN	-437.0	-457.0
337	168982	0	0	1613	916	1600	900	b0e7924d-53c4-4560-a041-d810195da943	true	NaN	NaN	-13.0	-16.0
338	168994	269	-18	1047	875	1600	900	de418ed5-b214-4213-a3d7-ac0a8e9085e0	true	NaN	18.0	NaN	NaN
345	169326	0	0	1620	901	1600	900	72ecd9a1-ad6c-4831-b8a9-5e9942a892c2	true	NaN	NaN	-20.0	-1.0
351	169481	284	-11	335	321	1600	900	1175281e-a2dc-490a-bdf4-8c94050a2958	true	NaN	11.0	NaN	NaN
358	169565	189	-11	1372	667	1600	900	0d482a1c-ced2-4945-bd0c-81d62243588d	true	NaN	11.0	NaN	NaN
368	169803	0	1	1632	898	1600	900	c4d8938d-7fc3-469e-8cd5-8f35b0bffac4	true	NaN	NaN	-32.0	NaN
385	170192	0	-8	1628	790	1600	900	20d18380-6598-420f-9f27-fc07de854c79	true	NaN	8.0	-28.0	NaN
387	170263	0	8	1626	891	1600	900	fe722404-6b0f-44f6-93c6-27eafb5bddfa	true	NaN	NaN	-26.0	NaN
394	170493	726	0	467	912	1600	900	61387f11-5d2d-4871-8add-119279468f19	true	NaN	NaN	NaN	-12.0
397	170574	777	-11	648	910	1600	900	860d1006-94c3-4e0b-b3cf-66219adb2b98	true	NaN	11.0	NaN	NaN
399	170638	0	4	1645	468	1600	900	60aebd5a-a188-4f8b-948a-ff25eaa78175	true	NaN	NaN	-45.0	NaN
400	170652	102	-24	552	923	1600	900	a0300c81-62df-4a09-9465-7ed2c1d53bdf	true	NaN	24.0	NaN	NaN
406	170874	76	-13	1070	912	1600	900	fd78f0a6-c1e3-4598-ba64-184f6256bfec	true	NaN	13.0	NaN	NaN
413	170988	0	3	1635	896	1600	900	0582004f-eb4b-4379-8f7c-a569e699c2e9	true	NaN	NaN	-35.0	NaN
420	171253	223	-12	971	813	1600	900	876fd0e3-5339-463c-b71b-007912ba1ba9	true	NaN	12.0	NaN	NaN
422	171275	0	3	1659	896	1600	900	56f8c8fb-f8dc-49e2-83bc-b4e061f14e20	true	NaN	NaN	-59.0	NaN
437	171827	117	-13	487	912	1600	900	8542c525-5998-4539-ab59-dade3e778fba	true	NaN	13.0	NaN	NaN
438	171829	0	-140	550	632	1600	900	2ce3a1f3-f598-40ac-af6e-08e83820c9f8	true	NaN	140.0	NaN	NaN
445	172093	43	-12	1556	911	1600	900	8ce46099-494f-4eed-9a8b-b618dfe14364	true	NaN	12.0	NaN	NaN
448	172220	0	2	1614	897	1600	900	f328a8e5-11bc-438e-88a1-98d12dbe22b9	true	NaN	NaN	-14.0	NaN
455	172405	0	-2	1661	901	1600	900	6af261ba-8082-4007-b17b-c74e75a26550	true	NaN	2.0	-61.0	NaN
457	172503	0	86	1635	813	1600	900	82142d22-4f74-463b-9db8-74abfc9d41f8	true	NaN	NaN	-35.0	NaN
465	172659	154	-12	1445	911	1600	900	bc17095c-5bf3-4029-9bd6-3509f3d6f810	true	NaN	12.0	NaN	NaN
469	172795	0	80	1671	819	1600	900	d3a0962a-a4de-499d-b418-7c9c53a31bc6	true	NaN	NaN	-71.0	NaN
480	172948	131	-19	1395	918	1600	900	57d58501-a6da-4892-b2fb-8ac281f46f0b	true	NaN	19.0	NaN	NaN
485	173018	270	-11	1164	910	1600	900	15ebdb86-55b5-4714-bf4b-183b8077483a	true	NaN	11.0	NaN	NaN
486	173021	0	69	1639	830	1600	900	b444d75d-6417-44e2-929e-a0e061551d32	true	NaN	NaN	-39.0	NaN
514	173838	0	15	1628	884	1600	900	5ee04358-302f-4864-942f-d6548540dec6	true	NaN	NaN	-28.0	NaN
531	174653	0	2	1670	897	1600	900	64a42f53-865f-4fb5-b1b3-bebe53b77e05	true	NaN	NaN	-70.0	NaN
533	174695	0	341	1656	390	1600	900	eefc7f3f-d228-4db7-9354-53a431d1e077	true	NaN	NaN	-56.0	NaN
541	174976	0	37	1618	862	1600	900	bdd08e53-5ab9-4e1a-8403-ee34196582b0	true	NaN	NaN	-18.0	NaN
548	203550	994	0	919	1096	1920	1080	52800ec3-184b-476e-a967-0f085f0f6341	true	NaN	NaN	NaN	-16.0
565	278963	871	388	110	138	720	486	3f503d6a-6e12-4911-a31e-cd926583f30d	true	NaN	NaN	-261.0	-40.0
567	282619	0	356	197	157	720	486	eb32bcee-ef3a-4cc7-bdcd-76ca6ed04bd1	true	NaN	NaN	NaN	-27.0

[lauravchrobak]

@hohonuuli in terms of a fix I think there are two key errors here: Sometimes the annotation is good and would just require clipping, eg this image. However, sometimes the annotation is mostly or entirely out of frame, example here. Thus, with this fix I think we should have a check if the clipped annotation is within frame to a sufficient extent and if it is than update it and if not then remove the annotation. I am thinking this might involve an iou calculation between the clipped annotation and the image and if its above a certain threshold than we accept it? What do you think? Also, I think it would be great to see see first what percentage of annotations this would remove if so as a sanity check.