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,OS_event,OS_days,OS | |
| 605e9e51-270c-48fb-b198-46b5512b29da,TCGA-ND-A4W6-01Z-00-DX2.6C2B0FF1-4DC6-425C-844F-6BDD4C658451.svs,1,317.0,4 | |
| 2aa77a19-efde-478a-a113-c0af75708b31,TCGA-N5-A4RA-01Z-00-DX1.663D082C-3844-468F-9D5D-260F7655D0B6.svs,1,1591.0,7 | |
| 4a31c620-5c6e-44ae-b7f0-0553c4b7eb33,TCGA-NA-A4QW-01Z-00-DX1.37801BA0-624E-47FB-99ED-219D4F22E36C.svs,0,2457.0,3 | |
| 33ad8d6e-10f4-4965-9721-1a9984f9e87d,TCGA-N8-A56S-01Z-00-DX1.BC1241E1-777A-4FFC-A09D-E8F0E066BCFD.svs,1,371.0,4 | |
| 4daeefc3-0e2e-4537-8e13-af9717b3ce29,TCGA-N5-A4RS-01Z-00-DX1.0BE07A3E-C1FB-417C-ADEB-C7CF9DED65CD.svs,1,911.0,6 | |
| 75a43851-8fa0-4259-b843-88dc6fbce270,TCGA-N6-A4V9-01Z-00-DX1.5E294AB9-44B9-4207-B8D5-41D8C5BF3326.svs,0,979.0,2 | |
| 4f0124a6-4a5b-4e42-b9ff-d7de51d2148c,TCGA-N6-A4VE-01Z-00-DX1.52BCF1BC-C8A0-48D6-8348-7AD873581D59.svs,1,291.0,4 | |
| 6db758a1-dd0f-4abb-a0ca-80c4b135e8a5,TCGA-NG-A4VU-01Z-00-DX2.5A4EB668-1F2D-4B8B-B223-81B77C35CF13.svs,1,442.0,5 | |
| 6dfe9121-29a0-4593-984f-1644166e1d39,TCGA-N6-A4VF-01Z-00-DX1.D78EF5C0-E015-42DB-8D41-FE41FAB0E26D.svs,1,522.0,5 | |
| 76b0106c-a4d2-4b29-bef4-fe03a25b5d21,TCGA-N9-A4PZ-01Z-00-DX1.279251BB-086C-419F-87D6-032F1EA34102.svs,1,667.0,6 | |
| 1d2937e8-6104-4330-b7dc-7bcd79dac927,TCGA-N5-A4RN-01Z-00-DX1.3C7D1446-F9CF-470B-B5ED-A4A7DF564D18.svs,0,1053.0,3 | |
| 3428aa0a-127d-492a-bf4a-ee82563d3701,TCGA-NA-A5I1-01Z-00-DX1.1B9A17E8-9BCB-4C81-94F8-B4592615664D.svs,1,2680.0,7 | |
| 245e4254-dbc1-45bd-b5df-504d8c3822de,TCGA-N7-A4Y5-01Z-00-DX2.BCCAC6B0-7FAF-4C70-A446-7905FFE4F4BA.svs,1,8.0,4 | |
| 276dd6d1-a5ad-4b64-8536-916584805091,TCGA-NF-A4X2-01Z-00-DX1.B09588B4-FBD3-4CED-9E88-6D018F0B5098.svs,0,81.0,0 | |
| 605e9e51-270c-48fb-b198-46b5512b29da,TCGA-ND-A4W6-01Z-00-DX1.05AE2CC4-CCB7-4C26-8031-23018FC4919E.svs,1,317.0,4 | |
| 605e9e51-270c-48fb-b198-46b5512b29da,TCGA-ND-A4W6-01Z-00-DX4.5F16BF71-71E6-46D2-BE61-300268E4B710.svs,1,317.0,4 | |
| 3af5b391-e72f-463d-a086-a86c6c30a51a,TCGA-N5-A4RV-01Z-00-DX1.96D6BADC-B0A0-473C-9D7A-8458789C16B8.svs,0,2042.0,3 | |
| 6385194a-d75b-4bd3-9e70-9aa36250d5b9,TCGA-ND-A4WC-01Z-00-DX2.4677B271-CD27-44A3-9BC0-C604FDF2B779.svs,0,766.0,2 | |
| 6385194a-d75b-4bd3-9e70-9aa36250d5b9,TCGA-ND-A4WC-01Z-00-DX1.A81AB325-119A-4946-8F26-40D9444A6427.svs,0,766.0,2 | |
| 9f15bf13-11d2-400f-b6f9-c8be0a57c763,TCGA-N9-A4Q7-01Z-00-DX1.1CFC484F-0B47-4767-9F38-17B174B022AC.svs,0,604.0,1 | |
| 76e4538f-3383-46b0-884d-978d031ee182,TCGA-ND-A4WA-01Z-00-DX3.A4F9ADC0-021F-4579-8CF7-7EFFA49CCA4C.svs,1,714.0,6 | |
| 76e4538f-3383-46b0-884d-978d031ee182,TCGA-ND-A4WA-01Z-00-DX4.CDED0DCF-D49E-472E-AE55-9467013B3CFF.svs,1,714.0,6 | |
| 4f4906dc-7ebd-47f1-a8f5-b35d3950e740,TCGA-N5-A4RO-01Z-00-DX1.F244C2C1-8C30-4F93-9F13-6C25F2008186.svs,1,685.0,6 | |
| 4f4906dc-7ebd-47f1-a8f5-b35d3950e740,TCGA-N5-A4RO-01Z-00-DX2.C833DA0E-2C7C-438C-8878-2C5656E50228.svs,1,685.0,6 | |
| 6db758a1-dd0f-4abb-a0ca-80c4b135e8a5,TCGA-NG-A4VU-01Z-00-DX1.1EA57488-7E0C-4FE2-84D3-28A46DF84F94.svs,1,442.0,5 | |
| 79823022-7feb-49de-8de7-607721b595d2,TCGA-NA-A4QX-01Z-00-DX1.3B96FAE9-A546-4157-9DE6-E6E8C4CEC941.svs,1,838.0,6 | |
| 158fd4c2-68dc-4ca4-8130-d5589c80d825,TCGA-N5-A59F-01Z-00-DX1.9DA5BE76-078C-44F9-B562-0CF5BF8AEB9D.svs,1,361.0,4 | |
| 82c37e7c-0899-497e-9753-84da21f8e0fe,TCGA-NG-A4VW-01Z-00-DX2.F21D5CCC-A5FE-4972-AAFC-32966AB658DC.svs,1,949.0,6 | |
| 82c37e7c-0899-497e-9753-84da21f8e0fe,TCGA-NG-A4VW-01Z-00-DX1.93289E3C-F0AE-4192-A8C7-6AFDCE9E8ADB.svs,1,949.0,6 | |
| 8b7c42cd-fc2a-4023-843e-a411821f94ff,TCGA-N8-A4PN-01Z-00-DX2.5E54DCF8-7D21-4A35-B8DF-2AFA88424478.svs,0,812.0,2 | |
| 8b7c42cd-fc2a-4023-843e-a411821f94ff,TCGA-N8-A4PN-01Z-00-DX3.910926E1-09EF-47F0-99CA-C5EEEFB18866.svs,0,812.0,2 | |
| 8703c5c3-d519-4d78-a5f6-2ef53fca277a,TCGA-N7-A4Y8-01Z-00-DX1.97A6AB74-559F-4DE4-8D7D-C3A2CE6E2231.svs,1,378.0,5 | |
| 8def73e4-83a5-4998-8f6e-f71f21c946ac,TCGA-QN-A5NN-01Z-00-DX2.0FE8A3DA-ABAD-4517-9D4E-E64E927C50F4.svs,0,0.0,0 | |
| b0770eff-dff2-4e10-8fc9-c07a81efcc5e,TCGA-N7-A4Y0-01Z-00-DX1.A771FBB2-AAB1-434B-B28E-C0587DF9F07C.svs,1,771.0,6 | |
| cdde118f-4673-4e7e-b965-1f9fe007050d,TCGA-NA-A4QV-01Z-00-DX1.F4B25213-F920-46F6-8263-48DBF15C0527.svs,0,4269.0,3 | |
| f2cc142b-9fc0-44d9-9ae3-558b4eace375,TCGA-NF-A4WU-01Z-00-DX1.C50C3F98-470B-41E5-AC20-644EA8B42E22.svs,0,298.0,0 | |
| 98315e03-ffe8-449c-8f92-7fd2c0f20b79,TCGA-NA-A4R1-01Z-00-DX3.EE4A6E57-9190-48B8-975A-532DDCFFE369.svs,1,203.0,4 | |
| 98315e03-ffe8-449c-8f92-7fd2c0f20b79,TCGA-NA-A4R1-01Z-00-DX1.FFF6520E-AB1C-4F3A-92C9-3C776D779231.svs,1,203.0,4 | |
| ae10b73d-e7f4-4334-8452-167b60d71cb5,TCGA-N6-A4VG-01Z-00-DX1.7DC1C1DB-95F7-47DA-8111-DF1A5E479193.svs,0,1574.0,3 | |
| d9952e44-b573-4854-893e-b3bbc5287f2f,TCGA-N5-A4RD-01Z-00-DX1.2844A70E-7C13-4FA0-910A-08BB1942F375.svs,1,142.0,4 | |
| ddfdd05e-058c-4877-b389-724a6c101353,TCGA-NF-A5CP-01Z-00-DX1.FA60B2E0-880E-41FB-92B9-0F61C76A8CF2.svs,1,167.0,4 | |
| ebb834c6-374e-4077-a4ce-c74a850be358,TCGA-N8-A4PP-01Z-00-DX1.C7EDA950-0E71-4380-BD0F-A77F037AB444.svs,1,611.0,5 | |
| ee6083aa-9453-44ff-8cc5-79b71fea289d,TCGA-N5-A4RF-01Z-00-DX1.E91A00EF-9CD5-41D6-8EF6-D8C147E080D8.svs,0,1806.0,3 | |
| eec002c4-7602-4179-8eb3-2b0508d5ee1c,TCGA-N8-A4PM-01Z-00-DX1.9C154E50-6D39-4BC9-9CB0-A347E71969C2.svs,0,829.0,2 | |
| 1791e250-70ac-439c-828b-15ba811935cc,TCGA-N5-A4RT-01Z-00-DX2.48015BD4-1202-443B-96C8-934A9C77309D.svs,0,2485.0,3 | |
| 1791e250-70ac-439c-828b-15ba811935cc,TCGA-N5-A4RT-01Z-00-DX1.D8442398-1D66-4439-8F24-A5833EB46F72.svs,0,2485.0,3 | |
| 245e4254-dbc1-45bd-b5df-504d8c3822de,TCGA-N7-A4Y5-01Z-00-DX1.D62099BE-7AD6-4350-BBC3-95901B839BC4.svs,1,8.0,4 | |
| 485b221f-f40f-46a0-a9cf-023f807e6146,TCGA-QM-A5NM-01Z-00-DX1.B4B9A4C5-AB04-4302-9C17-A7A88CEED873.svs,0,587.0,1 | |
| 2aad74b4-8d66-4563-8958-88d83f86556d,TCGA-N8-A4PO-01Z-00-DX1.D73029FC-ADE9-4FA3-BE96-514C8A77DD33.svs,0,781.0,2 | |
| 6385194a-d75b-4bd3-9e70-9aa36250d5b9,TCGA-ND-A4WC-01Z-00-DX3.C9E15FCA-65BA-4F46-B9FF-320C021FE76C.svs,0,766.0,2 | |
| 3428aa0a-127d-492a-bf4a-ee82563d3701,TCGA-NA-A5I1-01Z-00-DX2.C1292DF7-FB78-4869-B4CA-AF5C1D65628A.svs,1,2680.0,7 | |
| 108d4b89-d1d5-4528-a040-c7e5696c8417,TCGA-N5-A4RJ-01Z-00-DX1.4E355249-9DF9-41F3-A94E-5C04B6425337.svs,1,550.0,5 | |
| 51f6692d-a05b-474b-ba99-637c8bc49b30,TCGA-N8-A4PQ-01Z-00-DX1.ADA7FB4A-BE7D-4638-8C67-6078B3B6E431.svs,0,572.0,1 | |
| 605e9e51-270c-48fb-b198-46b5512b29da,TCGA-ND-A4W6-01Z-00-DX5.7A91D15A-1DCB-4B22-96FD-740F0F3332B4.svs,1,317.0,4 | |
| 83059a0f-4de9-454c-8e51-9265ab5f3558,TCGA-N9-A4Q3-01Z-00-DX3.69E43341-B4D7-4B99-A280-01CEE9C51DAC.svs,0,1672.0,3 | |
| 8481dc3d-109a-4f2d-a0ad-8f0fd2a61a53,TCGA-N8-A4PL-01Z-00-DX1.34181D81-E843-4543-AEB3-31D893282134.svs,1,418.0,5 | |
| 8703c5c3-d519-4d78-a5f6-2ef53fca277a,TCGA-N7-A4Y8-01Z-00-DX2.1C1909D1-FDB6-4C5B-B393-F8F04E970210.svs,1,378.0,5 | |
| 8703c5c3-d519-4d78-a5f6-2ef53fca277a,TCGA-N7-A4Y8-01Z-00-DX3.A444534B-CC40-400C-92C2-B3003BA2D8B8.svs,1,378.0,5 | |
| 89d0b316-65de-4f4c-988a-3c3861a68090,TCGA-NA-A4R0-01Z-00-DX1.76E2E632-B869-4F1B-A03B-BE00E303B6FE.svs,1,541.0,5 | |
| 9205fbf2-f4ba-475c-8351-1aae5ff3b8bf,TCGA-N5-A59E-01Z-00-DX1.D8A42938-3B45-46AF-981A-53C618A6EC74.svs,1,447.0,5 | |
| a1206473-cf9d-4bca-97c9-67f35817b806,TCGA-N9-A4Q1-01Z-00-DX1.7B37F0FE-8EB9-464D-8645-417BF8470967.svs,1,2043.0,7 | |
| 200f77a5-803c-4891-980b-5c3b08c91254,TCGA-N7-A59B-01Z-00-DX1.D8BE1C60-BBB1-4A6C-8EB3-1453D29EAC42.svs,0,827.0,2 | |
| 254f6921-82ac-4fe1-b1b4-ace94c420d05,TCGA-N5-A4RM-01Z-00-DX1.8FB1D437-C61C-46A3-8EF8-247B4261B718.svs,1,148.0,4 | |
| 37c77a51-efce-46bd-ab8c-93e17c04c6ac,TCGA-N5-A4RU-01Z-00-DX1.BEDD8FC8-AA33-42A5-A8BB-3B2E078D74B4.svs,1,1526.0,7 | |
| 485b221f-f40f-46a0-a9cf-023f807e6146,TCGA-QM-A5NM-01Z-00-DX2.7FB04E1D-1F1D-4217-8D3B-261B0E949038.svs,0,587.0,1 | |
| 605e9e51-270c-48fb-b198-46b5512b29da,TCGA-ND-A4W6-01Z-00-DX3.0A25A619-FC83-4116-8143-81D77D3798D5.svs,1,317.0,4 | |
| 64d00705-5070-4338-9433-ba74424528b3,TCGA-NF-A4WX-01Z-00-DX1.C7DF8EF9-75C5-4D45-86B5-E2A679062B76.svs,0,452.0,1 | |
| 76e4538f-3383-46b0-884d-978d031ee182,TCGA-ND-A4WA-01Z-00-DX2.071A8B48-72E2-4872-AB73-47B5F5F76440.svs,1,714.0,6 | |
| 6717b82e-889d-45a4-9638-4d0e023399cc,TCGA-ND-A4WF-01Z-00-DX1.A82E5E1F-9D99-4A2F-9BF8-D2AC3ECB9A00.svs,1,167.0,4 | |
| 14213209-2217-4812-9a19-d9b2b6718467,TCGA-N6-A4VD-01Z-00-DX1.2BFBD228-8B03-40FA-9BC8-DAFA34142A7A.svs,1,112.0,4 | |
| 76e4538f-3383-46b0-884d-978d031ee182,TCGA-ND-A4WA-01Z-00-DX1.747FD9FF-B6FF-4108-8EFC-BC8898E4FAA5.svs,1,714.0,6 | |
| 6717b82e-889d-45a4-9638-4d0e023399cc,TCGA-ND-A4WF-01Z-00-DX2.871259CF-886F-4EBA-B1D2-F8A654D3FA4A.svs,1,167.0,4 | |
| 79823022-7feb-49de-8de7-607721b595d2,TCGA-NA-A4QX-01Z-00-DX2.21B263F6-984A-4F28-9414-63AE29DDB5B6.svs,1,838.0,6 | |
| 79823022-7feb-49de-8de7-607721b595d2,TCGA-NA-A4QX-01Z-00-DX3.E47A2B5D-8280-44CC-9354-0F662529EC89.svs,1,838.0,6 | |
| 158fd4c2-68dc-4ca4-8130-d5589c80d825,TCGA-N5-A59F-01Z-00-DX2.DE0D67D3-439E-401D-81CA-8D25FA8A3466.svs,1,361.0,4 | |
| 83059a0f-4de9-454c-8e51-9265ab5f3558,TCGA-N9-A4Q3-01Z-00-DX2.584DDA2B-B267-4484-AC8C-B1853E7C6DF0.svs,0,1672.0,3 | |
| 8b7c42cd-fc2a-4023-843e-a411821f94ff,TCGA-N8-A4PN-01Z-00-DX4.4E5C6562-85D0-45E3-AD6A-3C129A18B3E8.svs,0,812.0,2 | |
| 83059a0f-4de9-454c-8e51-9265ab5f3558,TCGA-N9-A4Q3-01Z-00-DX1.B9E5BC01-25DD-4725-9B10-811A636E2402.svs,0,1672.0,3 | |
| 6e22b287-5b45-4f5f-a825-b200aa6943e6,TCGA-N9-A4Q8-01Z-00-DX1.6D35B9F6-B56C-4CEF-A897-1B68928C7362.svs,1,481.0,5 | |
| 8b7c42cd-fc2a-4023-843e-a411821f94ff,TCGA-N8-A4PN-01Z-00-DX1.92336FBA-79D1-49F9-BC2A-7C7BF4147E07.svs,0,812.0,2 | |
| 8c113bc1-101b-405f-9eb1-8c9e8ebbe185,TCGA-N5-A4R8-01Z-00-DX1.1E2F2A7A-9807-404D-B563-5E9BF8530E1E.svs,1,3115.0,7 | |
| 8703c5c3-d519-4d78-a5f6-2ef53fca277a,TCGA-N7-A4Y8-01Z-00-DX4.94589553-78C5-414A-92C9-78EAE3375F37.svs,1,378.0,5 | |
| 8703c5c3-d519-4d78-a5f6-2ef53fca277a,TCGA-N7-A4Y8-01Z-00-DX5.8024FD57-2A1A-4579-A008-DB0CDDB83A58.svs,1,378.0,5 | |
| 8c8d4495-1a1d-4942-b0f0-1445fd05dfce,TCGA-N8-A4PI-01Z-00-DX1.3D04E506-3B74-4B73-B287-2402ADDBA0F5.svs,1,810.0,6 | |
| 8def73e4-83a5-4998-8f6e-f71f21c946ac,TCGA-QN-A5NN-01Z-00-DX3.15BBBDB5-B81A-46C8-934B-FF1AD2CF0A4F.svs,0,0.0,0 | |
| 8def73e4-83a5-4998-8f6e-f71f21c946ac,TCGA-QN-A5NN-01Z-00-DX1.FA7E8A3C-CA46-4F3B-843D-43E231A57E54.svs,0,0.0,0 | |
| 8def73e4-83a5-4998-8f6e-f71f21c946ac,TCGA-QN-A5NN-01Z-00-DX4.AB57D943-2A7C-46E8-AD24-94E36B9A836A.svs,0,0.0,0 | |
| 98315e03-ffe8-449c-8f92-7fd2c0f20b79,TCGA-NA-A4R1-01Z-00-DX2.362E9E9F-0225-4189-8E45-B96BE2340415.svs,1,203.0,4 | |
| ce2b2c41-7d28-4d8b-a037-af842a8fe20f,TCGA-NA-A4QY-01Z-00-DX1.E6D30574-886A-4E01-B4C1-D10C0EE23AEE.svs,1,114.0,4 | |
| f98c183e-aaa1-40c4-83e7-c248cc3adb55,TCGA-N6-A4VC-01Z-00-DX1.18468117-C130-4E03-84DA-774F4BEB7DFC.svs,1,597.0,5 | |
| ffedc8be-1056-4205-b9d9-99b5bdb872db,TCGA-N9-A4Q4-01Z-00-DX1.16E8D41B-34B2-4382-BA3E-2601FF91839C.svs,0,1089.0,3 | |