Feature Extraction
PyTorch
English
moozy
pathology
computational-pathology
digital-pathology
foundation-model
whole-slide-image
vision-transformer
self-supervised-learning
slide-encoder
case-encoder
histopathology
medical-imaging
multiple-instance-learning
slide-level-representation
patient-level-representation
multi-task-learning
survival-analysis
cancer
oncology
tissue-classification
mutation-prediction
TCGA
CPTAC
transformer
Eval Results (legacy)
| case_id,filename,PFI_event,PFI_days,PFI | |
| 1c848577-c3a4-4830-abfa-549992172396,TCGA-3H-AB3S-01Z-00-DX3.BC2DBEEA-1C7C-41AD-97D4-92FBF0483200.svs,1,186.0,5 | |
| 1c848577-c3a4-4830-abfa-549992172396,TCGA-3H-AB3S-01Z-00-DX2.943D90C4-82AC-4ECE-982A-E4DFF72B03BB.svs,1,186.0,5 | |
| 0c7b4b9c-d497-41fc-a2b9-014bb5e07985,TCGA-SC-AA5Z-01Z-00-DX1.78B57359-29FE-418E-B5AB-750CF6687579.svs,0,664.0,3 | |
| 2d2d8421-18a7-4822-ba37-69fbf48da225,TCGA-SC-A6LN-01Z-00-DX1.379BF588-5A65-4BF8-84CF-5136085D8A47.svs,0,414.0,2 | |
| 92c1f122-2f48-47a7-b3b8-c1792a1f4f32,TCGA-TS-A7P8-01Z-00-DX1.25E9AFA9-6C12-4F18-BE79-2F4F19887ECD.svs,1,301.0,5 | |
| 83b97927-a1be-441a-97a1-4363e1f2d530,TCGA-SH-A7BD-01Z-00-DX1.9411F2E8-F569-46B2-86AC-EE4FCC459738.svs,1,200.0,5 | |
| 99826daa-eb83-40ba-950d-0bb7084d960d,TCGA-UT-A88G-01Z-00-DX1.AF4DD793-5603-4E9E-94D3-D8E30FAE4281.svs,1,44.0,4 | |
| 9ad7575d-2ad4-4fda-8176-55145396f04a,TCGA-LK-A4O5-01Z-00-DX1.826C5B0C-5F02-494E-8CB3-02E5DEAACCBC.svs,1,387.0,6 | |
| b1f27fa2-133c-42c0-b69e-815af67e2a7e,TCGA-UT-A88C-01Z-00-DX3.A761E40B-50C2-4157-BE06-52095FD4FAF6.svs,1,479.0,6 | |
| c328f661-c109-4e01-b819-299a75bd4348,TCGA-3H-AB3U-01Z-00-DX1.D051FA12-C938-47C8-B540-89DA42D9610A.svs,1,108.0,4 | |
| c328f661-c109-4e01-b819-299a75bd4348,TCGA-3H-AB3U-01Z-00-DX2.E66C5B39-8F58-44E0-BC1B-5688CF0B03A0.svs,1,108.0,4 | |
| f8970455-bfb2-4b1d-ab71-3c5d619898ad,TCGA-ZN-A9VQ-01Z-00-DX1.EB537816-420D-4DE6-990D-22A55226FBD5.svs,1,313.0,5 | |
| ccf7073e-b224-497a-a476-c67aff5226bd,TCGA-SH-A7BC-01Z-00-DX1.FFC2EAE3-6C71-4702-9CC1-1C2471149E9A.svs,1,507.0,6 | |
| dc6720dd-5028-49d3-8508-a7936e7b3faa,TCGA-SC-A6LP-01Z-00-DX1.F0FFC261-1A10-4B09-84BD-6C056C9B9262.svs,1,78.0,4 | |
| c5d4d4b4-2c9e-4865-8860-68327356d461,TCGA-3U-A98D-01Z-00-DX1.3CADC856-EEB0-410E-9881-B8188B91110D.svs,1,125.0,4 | |
| e611ee05-92c8-41d6-a052-18dd749f8779,TCGA-SH-A7BH-01Z-00-DX1.5341A643-1358-4D60-9CB7-8252B5D7E2AC.svs,1,125.0,4 | |
| e656cf38-2f5d-4306-90d9-ecb504d86351,TCGA-SC-A6LM-01Z-00-DX1.FE4FD258-4B18-4A9C-84DC-A9940CBCF0B9.svs,1,363.0,6 | |
| ef8b1e2c-9623-44fe-b591-8c8e6a232da5,TCGA-SH-A9CT-01Z-00-DX1.B89F48C7-DB0F-4D4F-8731-A59AC2511F7A.svs,1,449.0,6 | |
| f15667dc-8376-40b6-84b2-8f5370c3d66a,TCGA-ZN-A9VU-01Z-00-DX1.05957B52-B0F0-45BC-AE2E-821F257E1BD5.svs,1,585.0,6 | |
| f544c652-8ee2-4bfe-a42c-41ab4b3697d1,TCGA-SH-A9CU-01Z-00-DX1.CFB41962-652B-424B-83F9-5430F2BCE895.svs,1,732.0,7 | |
| 04a1f2dc-1b1a-4328-b35d-cdc1b99e7b5b,TCGA-TS-A8AY-01Z-00-DX1.EC2F69B8-D46B-45FA-8CE2-D6512EF19E02.svs,0,469.0,2 | |
| f235c37f-ce8d-42ea-9b3f-065fc7e0c8b8,TCGA-UD-AAC1-01Z-00-DX1.787A89D0-C918-43CF-9D1B-80DB1686BA21.svs,1,85.0,4 | |
| 0c5ae0f7-b2ac-4b1b-aabb-83994ebb9326,TCGA-NQ-A57I-01Z-00-DX1.274B053D-5E9D-4D31-8C1E-C036EB56BBC7.svs,1,20.0,4 | |
| 1c848577-c3a4-4830-abfa-549992172396,TCGA-3H-AB3S-01Z-00-DX1.B3743D6A-2DCC-46D5-9058-619F85B84138.svs,1,186.0,5 | |
| 36606c1f-9a12-465a-a2d9-2491fdc54a88,TCGA-YS-A95B-01Z-00-DX1.95D754B0-A70F-478E-AE2B-5663A4DD0CF2.svs,1,39.0,4 | |
| 5a197d56-e835-4f96-ad85-04ae9f6aff32,TCGA-NQ-A638-01Z-00-DX1.BBE8E433-E9CF-4D03-81AF-66D4EE33D51F.svs,0,0.0,0 | |
| 2b715eb2-055e-4bc5-bc98-128e8bf6954f,TCGA-3H-AB3O-01Z-00-DX1.1458D00A-B6D7-4154-B149-9F16AE5CFFC0.svs,1,627.0,7 | |
| 74f63637-cc7c-4539-a57e-783c8f62fb95,TCGA-TS-A7P6-01Z-00-DX1.0C2B22D5-27C7-4A7E-80B3-F2E7CC26CA01.svs,0,283.0,1 | |
| 500b86b2-3ac3-4745-af84-3dd28f38daeb,TCGA-SC-A6LQ-01Z-00-DX1.7DDA24D0-B0C9-4CAB-9991-092DBD33DC5B.svs,1,238.0,5 | |
| 77c64e5d-da34-467a-a8d3-c79060700e4f,TCGA-UT-A88E-01Z-00-DX3.B727FAE0-4562-4976-A896-6DAB791045AE.svs,1,121.0,4 | |
| 77c64e5d-da34-467a-a8d3-c79060700e4f,TCGA-UT-A88E-01Z-00-DX1.D4C533DB-FC2C-4E07-BC29-2C262E70FF96.svs,1,121.0,4 | |
| 50921ca1-5d70-4162-8847-74e874114284,TCGA-MQ-A6BS-01Z-00-DX1.B70332BE-BF97-45E5-B835-5158983ED6B5.svs,0,608.0,2 | |
| 8ba34bcc-daad-4d69-9f02-e6a1c18de68b,TCGA-TS-A8AI-01Z-00-DX1.68C1CAA9-FCF0-42C5-8C6A-A382CD2252BF.svs,0,328.0,1 | |
| 827d74a2-0331-434c-aef6-2d15b634ccb8,TCGA-LK-A4O2-01Z-00-DX1.3CE365F3-3A3C-44A6-AEB9-ED8027459770.svs,1,57.0,4 | |
| b106d71c-7809-4efa-a969-ee1f93a44720,TCGA-SC-A6LR-01Z-00-DX1.39A8C601-6445-4D04-B939-D5B860E558DD.svs,0,1168.0,3 | |
| c739fd61-22b2-412d-bcf3-89bda45a2c0f,TCGA-3H-AB3X-01Z-00-DX1.1EF5CB2E-61DF-4BB3-903C-D5F6488DE985.svs,0,1490.0,3 | |
| c9ce1f62-2df1-4974-868b-d075781ce282,TCGA-UT-A97Y-01Z-00-DX1.19376AE8-F20F-49A8-BD6C-3998FD71628E.svs,1,144.0,4 | |
| b1f27fa2-133c-42c0-b69e-815af67e2a7e,TCGA-UT-A88C-01Z-00-DX4.70BC2CAA-E576-4D03-B996-B67F6ABDA950.svs,1,479.0,6 | |
| ca9031aa-87e5-4d5b-a526-3615efac3077,TCGA-YS-A95C-01Z-00-DX1.FCAE7A66-7E0C-4406-BBF3-E938EB196875.svs,0,133.0,0 | |
| bbabcd40-0a6c-430f-8325-ee1ed1d08afa,TCGA-3U-A98G-01Z-00-DX1.5315FC96-F850-44EA-8480-04EDD64B1BAF.svs,1,497.0,6 | |
| caa9b7d9-e900-4e18-a5f0-6dd4c202b40c,TCGA-TS-A7PB-01Z-00-DX1.1A1BCC79-0CE1-4CFB-B362-FDB766885FEE.svs,0,982.0,3 | |
| d940e476-fb0a-4cc3-8ab5-691156e7c09b,TCGA-LK-A4O6-01Z-00-DX1.A6158ECE-9C14-43DD-BF04-EA36CD68C57B.svs,1,448.0,6 | |
| 10981cf9-c8e6-48c0-bc34-f06db6e1ac28,TCGA-UT-A88D-01Z-00-DX1.45ED3296-2618-4CC3-BE69-78B0B097162C.svs,0,823.0,3 | |
| 2b3b0ca8-14c6-493e-921a-cd43ba7d080a,TCGA-LK-A4NW-01Z-00-DX1.0A16E20B-1CFA-43B4-9C95-43BCFA6EC6A4.svs,1,546.0,6 | |
| e4469259-2504-4987-88a4-02cae33f46f2,TCGA-LK-A4O7-01Z-00-DX1.C097DA83-39E4-468C-98CB-8F7D8802E7D5.svs,1,350.0,6 | |
| 77c64e5d-da34-467a-a8d3-c79060700e4f,TCGA-UT-A88E-01Z-00-DX2.CC3E0AEE-61DE-46E0-B5B5-3387EC9A757C.svs,1,121.0,4 | |
| 97408569-ef36-46d6-941a-aca9e0ab297e,TCGA-UD-AABZ-01Z-00-DX1.1F9761D0-1133-403D-B113-B04A0FFD4527.svs,1,197.0,5 | |
| 880befcf-2bb1-4d37-b65b-5f2970bfb18b,TCGA-TS-A7OU-01Z-00-DX1.5761F431-1E4C-4093-8FBA-EF79925D1B4C.svs,0,1675.0,3 | |
| 894b5569-4e33-4e8d-a70c-63dd4c74c3cf,TCGA-ZN-A9VO-01Z-00-DX1.6CE41901-D74E-404F-89D3-7DDB97378854.svs,0,261.0,1 | |
| 98889636-e53c-44df-951e-01a70033e754,TCGA-UD-AAC6-01Z-00-DX1.56D04FBC-2F26-4679-A597-C036E9CEDB37.svs,1,126.0,4 | |
| 99826daa-eb83-40ba-950d-0bb7084d960d,TCGA-UT-A88G-01Z-00-DX2.3EA01D0E-2A35-4284-8C43-7E1710C3A297.svs,1,44.0,4 | |
| a61ea4c7-2506-4d56-aeb5-edf83199d421,TCGA-3U-A98J-01Z-00-DX1.4594931A-DC81-4CD1-852C-DD9A5730111A.svs,1,741.0,7 | |
| af5bde54-d20c-41a1-9537-69aed5562f08,TCGA-TS-A8AF-01Z-00-DX1.B3F310A9-EA42-4B82-BC54-80839B324008.svs,1,325.0,5 | |
| c9c7366b-8826-4bd2-a3dc-5883e34c1502,TCGA-TS-A7P7-01Z-00-DX1.0EDCAFAC-38E5-4521-A0E3-25DD79FDBF26.svs,0,591.0,2 | |
| b1f27fa2-133c-42c0-b69e-815af67e2a7e,TCGA-UT-A88C-01Z-00-DX2.941278A1-EB79-4363-937F-6DB9B702510F.svs,1,479.0,6 | |
| b1f27fa2-133c-42c0-b69e-815af67e2a7e,TCGA-UT-A88C-01Z-00-DX1.A3206848-4B03-49CB-AF3C-720272E97AEE.svs,1,479.0,6 | |
| cb94a8ae-2b0c-4d0b-ada3-4c82dd765567,TCGA-ZN-A9VV-01Z-00-DX1.EA8BD141-90F1-47C9-B97E-65EEDF7613BE.svs,1,676.0,7 | |
| e0df1fef-c650-4088-a974-26f712ed4f64,TCGA-3U-A98E-01Z-00-DX1.9A2C6D9A-9753-411E-8E05-22D381312CED.svs,1,1257.0,7 | |
| e9c61bd8-8e3b-4e2d-b878-1ef285fc6292,TCGA-TS-A7OZ-01Z-00-DX1.F295DAAC-AD14-4B71-AFCE-4756D179811E.svs,0,844.0,3 | |
| d4d3c554-bab2-47e7-a1c8-8890db28abf8,TCGA-LK-A4NZ-01Z-00-DX1.8A842571-2333-4957-A88F-EFBBA763830C.svs,1,244.0,5 | |
| e23bc730-b369-4d6a-90ce-7223e234cd4d,TCGA-TS-A7P0-01Z-00-DX1.6CC0800C-C45C-4F50-B201-3975EBFD7970.svs,1,277.0,5 | |
| ebe927e6-0a7e-4c97-ad73-f3c302cca7bc,TCGA-3H-AB3M-01Z-00-DX1.9CD8A3B1-0F0F-418C-B54F-CBA22BB19469.svs,1,107.0,4 | |
| e656cf38-2f5d-4306-90d9-ecb504d86351,TCGA-SC-A6LM-01Z-00-DX2.C1D6F813-9E5B-4AF2-B579-2DF46384C098.svs,1,363.0,6 | |
| 6821f2b2-1b21-4046-b7d6-8979fe36add6,TCGA-LK-A4O4-01Z-00-DX1.A4452851-1EB2-4F3D-AC95-8A532DF87B5D.svs,0,949.0,3 | |
| c5ad9aef-27c6-4101-befb-6227cd1266ba,TCGA-3U-A98I-01Z-00-DX1.982F29A4-ED58-44EE-8438-323BBDF2A788.svs,1,404.0,6 | |
| d4d2b087-b7b4-4e53-a0b6-0190380c5a48,TCGA-LK-A4NY-01Z-00-DX1.4967FC6B-411E-4447-B114-A64F164B0E04.svs,0,168.0,0 | |
| 00397ce0-a931-46dd-9407-c1c6a14c39f1,TCGA-MQ-A6BR-01Z-00-DX1.89F49746-16A3-4862-BAFE-2933608202DB.svs,1,665.0,7 | |
| 7d93f1b4-3460-4917-9f33-2a9c6df773f2,TCGA-TS-A7P3-01Z-00-DX1.BE9B8EB9-9680-4F07-8248-5BE552C6AC9A.svs,0,689.0,3 | |
| a20fb646-2a9e-42ac-a2cc-ff3d6a0625fa,TCGA-UD-AABY-01Z-00-DX1.17CE3A58-EF84-424F-8BD0-7E0C2B93B901.svs,1,47.0,4 | |
| 0c8bd0eb-9c26-4fb0-a365-26354129f0da,TCGA-MQ-A6BL-01Z-00-DX1.739C3B7A-6A6F-4EDA-9DC4-47ABD8634EAA.svs,1,186.0,5 | |
| cb245767-f9d2-4cca-95f0-f3d247c05f01,TCGA-UD-AAC5-01Z-00-DX1.753D74E9-45EF-48F6-9F34-F4D8A3DE8AC6.svs,1,230.0,5 | |
| 28c6d24e-be1e-484d-948d-55ea51bd8ec0,TCGA-TS-A7OY-01Z-00-DX1.55585B4A-A419-42EF-80CF-ADD1A51854F1.svs,0,255.0,1 | |
| 10981cf9-c8e6-48c0-bc34-f06db6e1ac28,TCGA-UT-A88D-01Z-00-DX3.11C557F2-220F-4200-8003-90CAFCD5E1FC.svs,0,823.0,3 | |
| 554f4424-bb94-4958-a316-6d7d4eb4181b,TCGA-TS-A7P1-01Z-00-DX1.7820F2FA-E75B-47D5-A2FF-1246A234FB1D.svs,1,494.0,6 | |
| 2b740646-7cd4-4c7f-890a-7b3db6ebc1b8,TCGA-UD-AAC4-01Z-00-DX1.3485484D-1085-4FD5-B60E-FB3927BA0853.svs,1,267.0,5 | |
| 0ac27bc8-346e-4006-a701-d9676fb91cb7,TCGA-UD-AAC7-01Z-00-DX1.A72102D3-0FEC-4F9B-AE49-5D6A5262A35F.svs,1,265.0,5 | |
| 4d9f1899-4a41-4e57-bdad-b12eb0d47629,TCGA-MQ-A6BN-01Z-00-DX1.6DA0AD03-A9F5-4F77-B9F6-C5CD4904975B.svs,1,485.0,6 | |
| 1f91f13c-bc22-4a5b-9c8f-54782d3909a0,TCGA-LK-A4O0-01Z-00-DX1.C174E1A1-0EB8-418A-91E3-A5282D6358D6.svs,0,185.0,0 | |
| a48996be-7dae-451a-8129-9de8dfe7221a,TCGA-XT-AASU-01Z-00-DX1.FC2B9466-98D6-4AF8-89AB-F7409BEF789B.svs,1,133.0,4 | |
| 24ea3cd5-c2e6-44f7-9658-78af7befeef7,TCGA-3U-A98F-01Z-00-DX1.4D2C4E75-7D1A-40C3-AD67-BB5789EC9FB2.svs,1,365.0,6 | |
| 10981cf9-c8e6-48c0-bc34-f06db6e1ac28,TCGA-UT-A88D-01Z-00-DX2.AE0B6725-767E-4E45-A34D-3BC8F1CBE923.svs,0,823.0,3 | |
| aaace369-0a47-4176-811b-61cd42bf647f,TCGA-3H-AB3L-01Z-00-DX1.AED33A7B-EEED-468B-8892-2B7F338C5471.svs,1,222.0,5 | |
| 3d8b4046-822a-4a00-b79e-393bd3f5f5b5,TCGA-3U-A98H-01Z-00-DX1.CE8066E4-A543-445D-84D9-819C8C0922CB.svs,1,798.0,7 | |
| 7a92421e-4860-41c7-afd2-fa715357f023,TCGA-TS-A8AS-01Z-00-DX1.4278D910-79C3-44AB-A2A0-5B7CE54D64CB.svs,0,795.0,3 | |
| d3a6accc-5c45-4e70-baf5-2188af53e0db,TCGA-MQ-A6BQ-01Z-00-DX1.72BF21E4-17D6-436B-AAD9-7960342894F4.svs,0,2359.0,3 | |