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  1. .gitattributes +3 -0
  2. CT/liver/data/raw/hcc_tace_seg/manifest-1643035385102/HCC-TACE-Seg/HCC_029/01-08-2000-NA-CT ABDOMEN WWO CONT-44277/2.000000-PRE LIVER-35388/1-50.dcm +3 -0
  3. CT/liver/data/raw/hcc_tace_seg/manifest-1643035385102/HCC-TACE-Seg/HCC_029/01-08-2000-NA-CT ABDOMEN WWO CONT-44277/2.000000-PRE LIVER-35388/1-51.dcm +3 -0
  4. CT/liver/data/raw/hcc_tace_seg/manifest-1643035385102/HCC-TACE-Seg/HCC_029/01-08-2000-NA-CT ABDOMEN WWO CONT-44277/3.000000-ABD-24994/1-01.dcm +3 -0
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  6. CT/liver/experiments/benchmark/clinical_logistic/metrics.json +25 -0
  7. CT/liver/experiments/benchmark/clinical_logistic/predictions.csv +47 -0
  8. CT/liver/experiments/benchmark/densenet121_ct_only/best_metrics.json +26 -0
  9. CT/liver/experiments/benchmark/densenet121_ct_only/history.csv +61 -0
  10. CT/liver/experiments/benchmark/densenet121_ct_only/latest_metrics.json +31 -0
  11. CT/liver/experiments/benchmark/densenet121_ct_only/metrics.json +26 -0
  12. CT/liver/experiments/benchmark/densenet121_ct_only/predictions.csv +47 -0
  13. CT/liver/experiments/benchmark/full_multitask/best_metrics.json +37 -0
  14. CT/liver/experiments/benchmark/full_multitask/case_metrics.csv +47 -0
  15. CT/liver/experiments/benchmark/full_multitask/history.csv +81 -0
  16. CT/liver/experiments/benchmark/full_multitask/latest_metrics.json +44 -0
  17. CT/liver/experiments/benchmark/full_multitask/metrics.json +40 -0
  18. CT/liver/experiments/recent_benchmark/benchmark_summary.csv +6 -0
  19. CT/liver/experiments/recent_benchmark/benchmark_summary.md +6 -0
  20. CT/liver/experiments/tmp_eval_improved_v2_init/case_metrics.csv +47 -0
  21. CT/liver/experiments/tmp_eval_improved_v2_init/metrics.json +41 -0
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CT/liver/experiments/benchmark/full_multitask/latest_metrics.json ADDED
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CT/liver/experiments/benchmark/full_multitask/metrics.json ADDED
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CT/liver/experiments/recent_benchmark/benchmark_summary.csv ADDED
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1
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+ nnunet_resenc_2024,recent_segmentation,liver_tumor_segmentation,"nnU-Net Revisited, MICCAI 2024",46,0.9126369433137621,0.5902346459861425,0.7514357946499525,0.6632645329018417,0.9016205417747835,0.6358732780884903,,,,,,,,,,,,,done,1.7080307538094728,2.4074454592621843,14.779516767371785,0.8478795121338804,0.47864955366980333,70,2413.4092383384705,17416515,nnunet_resenc_miccai2024
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CT/liver/experiments/recent_benchmark/benchmark_summary.md ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ method_id,family,task_scope,source,num_cases,dice_class_1,dice_class_2,dice_mean_fg,iou_mean_fg,nsd_class_1,nsd_class_2,response_acc,response_balanced_acc,response_macro_f1,response_ovr_auc,progression_auc,progression_ap,progression_brier,progression_ece,progression_bal_acc,pfs_cindex,os_cindex,ttp_cindex,status,loss,assd_class_1,assd_class_2,iou_class_1,iou_class_2,best_epoch,elapsed_seconds,param_count,architecture
2
+ nnunet_resenc_2024,recent_segmentation,liver_tumor_segmentation,"nnU-Net Revisited, MICCAI 2024",46,0.9126369433137621,0.5902346459861425,0.7514357946499525,0.6632645329018417,0.9016205417747835,0.6358732780884903,,,,,,,,,,,,,done,1.7080307538094728,2.4074454592621843,14.779516767371785,0.8478795121338804,0.47864955366980333,70,2413.4092383384705,17416515,nnunet_resenc_miccai2024
3
+ transunet_media_2024,recent_segmentation,liver_tumor_segmentation,"TransUNet, Medical Image Analysis 2024",46,0.9039222611585274,0.5603816967468935,0.7321519789527106,0.6420156615066245,0.8911523727562632,0.600653113097044,,,,,,,,,,,,,done,1.8115511277447576,2.414460143317347,16.115811130735608,0.8351478517355801,0.44888347127766853,65,2319.4363996982574,6706035,transunet_media2024
4
+ segmamba_miccai_2024,recent_segmentation,liver_tumor_segmentation,"SegMamba, MICCAI 2024",46,0.917580674280484,0.6234697894994067,0.7705252318899455,0.6780643042444527,0.8948564033960832,0.6574327461572899,,,,,,,,,,,,,done,1.5784972083309423,2.471635471219602,14.042760848999023,0.8533532376006923,0.5027753708882134,60,2483.206691265106,8270979,segmamba_miccai2024
5
+ swin_umamba_miccai_2024,recent_segmentation,liver_tumor_segmentation,"Swin-UMamba, MICCAI 2024",46,0.9162887902135288,0.6046709347412149,0.7604798624773719,0.6700549184990101,0.9021650664757124,0.644573428596619,,,,,,,,,,,,,done,1.6404491209465524,2.2649674648823948,16.646440686119927,0.8522970906365213,0.4878127463614988,67,2905.906260728836,8223037,swin_umamba_miccai2024
6
+ hybridmamba_miccai_2025,recent_segmentation,liver_tumor_segmentation,"HybridMamba, MICCAI 2025",46,0.9185862009152502,0.5631227825140014,0.7408544917146258,0.6536052539762597,0.8958093296138666,0.5967041701029694,,,,,,,,,,,,,done,1.764966082961663,2.3100093136663022,15.636598330073886,0.8543956615905772,0.452814846361942,55,2951.7045664787292,8632719,hybridmamba_miccai2025
CT/liver/experiments/tmp_eval_improved_v2_init/case_metrics.csv ADDED
@@ -0,0 +1,47 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ case_id,dice_class_1,iou_class_1,assd_class_1,nsd_class_1,dice_class_2,iou_class_2,assd_class_2,nsd_class_2,dice_mean_fg,iou_mean_fg,label_response,label_response_valid,pred_response,label_progression,label_progression_valid,pred_progression_prob,response_prob_0,response_prob_1,response_prob_2,phase_utility_native,phase_utility_arterial,phase_utility_portal,phase_utility_delayed,phase_selected,pfs_time,pfs_event,pfs_risk,os_time,os_event,os_risk,ttp_time,ttp_event,ttp_risk
2
+ 369,0.9387574546928377,0.8845833206028572,1.9543472528457642,0.9103713996968166,0.6635451505016723,0.4964964964964965,2.3401284217834473,0.96569250317662,0.801151302597255,0.6905399085496768,0,1.0,0,1.0,1.0,0.5170648694038391,0.41566333174705505,0.30982640385627747,0.27451032400131226,1.4583135965794754e-16,8.806718132525759e-10,2.3830277286313145e-19,1.0,delayed,493.0,1.0,2.3854832649230957,1569.0,0.0,2.3771400451660156,493.0,1.0,2.4603891372680664
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+ 7,0.9612603073261529,0.9254102005592445,1.4581602811813354,0.9637669561041975,0.7688749829955108,0.6245303867403315,6.021496772766113,0.815,0.8650676451608319,0.774970293649788,0,1.0,0,1.0,1.0,0.5178988575935364,0.3957643210887909,0.30678337812423706,0.29745230078697205,4.2813009003727693e-17,4.823070276493979e-10,1.0275621432636723e-19,1.0,delayed,312.0,1.0,2.4012551307678223,698.0,1.0,2.4303674697875977,312.0,1.0,2.4251108169555664
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+ 537,0.908870036244872,0.8329622193830991,2.1453447341918945,0.8855490809278467,0.8676685306767051,0.7662672584691497,3.0478641986846924,0.7832403773325071,0.8882692834607886,0.7996147389261243,2,1.0,0,0.0,1.0,0.5093556642532349,0.39723923802375793,0.2888878583908081,0.31387296319007874,2.576929521277884e-14,1.9346254376273464e-08,4.919295380667569e-17,1.0,delayed,-1.0,0.0,2.2430508136749268,61.0,1.0,2.2448387145996094,-1.0,0.0,2.2162606716156006
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+ 87,0.8622287262006143,0.7578225483944185,2.595729351043701,0.8418679262097852,0.7987153786360103,0.6648843782992201,5.666479110717773,0.6126664056382146,0.8304720524183122,0.7113534633468193,2,1.0,0,0.0,1.0,0.49574077129364014,0.39400115609169006,0.2888023555278778,0.31719642877578735,0.0,4.3218427947522287e-08,5.471840250801069e-16,1.0,delayed,-1.0,0.0,2.150892734527588,364.0,1.0,2.2310781478881836,-1.0,0.0,2.1321964263916016
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+ 41,0.9321815119553813,0.8729774979476008,1.859114408493042,0.9599716148023549,0.8256632899179932,0.703089056851791,2.7328567504882812,0.8646508279337654,0.8789224009366873,0.7880332773996959,2,1.0,0,0.0,1.0,0.527161717414856,0.3770427405834198,0.34398940205574036,0.27896782755851746,0.0,1.1059849924777154e-08,1.7606378037971746e-18,1.0,delayed,-1.0,0.0,2.524787664413452,517.0,1.0,2.527667760848999,-1.0,0.0,2.5955023765563965
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+ 457,0.9547073754909297,0.9133398180622534,1.6838330030441284,0.9474906536762207,0.5885416666666666,0.41697416974169743,12.515156745910645,0.787556904400607,0.7716245210787982,0.6651569939019755,0,1.0,0,0.0,1.0,0.5199061632156372,0.4059823155403137,0.30353376269340515,0.29048392176628113,5.243273193400455e-08,1.0,1.3674776588867843e-10,0.0,arterial,986.0,0.0,2.491677761077881,1386.0,0.0,2.4753503799438477,986.0,0.0,2.50982666015625
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+ 353,0.9056113612746796,0.8275043519544232,3.92635440826416,0.8416476374494993,0.8702363724071394,0.7702818104184458,1.5870858430862427,0.9854640327991054,0.8879238668409095,0.7988930811864345,1,1.0,0,0.0,1.0,0.5080701112747192,0.41458240151405334,0.2855618894100189,0.29985564947128296,4.174474163856241e-17,2.865018500219918e-10,3.804638876305245e-20,1.0,delayed,528.0,0.0,2.1660847663879395,528.0,1.0,2.061129093170166,528.0,0.0,2.126634359359741
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+ 171,0.9576990763934384,0.9188316490017254,1.334254264831543,0.972123306432921,0.9015562315390381,0.8207577460266495,4.590586185455322,0.9604092526690391,0.9296276539662383,0.8697946975141875,0,1.0,0,1.0,1.0,0.5156362652778625,0.39536380767822266,0.31973084807395935,0.2849052846431732,2.054035044756977e-16,1.9440087317690313e-09,6.019244942026006e-19,1.0,delayed,398.0,1.0,2.4275271892547607,2318.0,1.0,2.420607805252075,398.0,1.0,2.4477429389953613
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+ 393,0.900827696199747,0.8195509412721246,3.2317991256713867,0.8123727519511368,0.5186110265001523,0.3500843031623967,9.460453987121582,0.28793908980792526,0.7097193613499497,0.5848176222172606,1,1.0,0,1.0,1.0,0.5067490935325623,0.4162962734699249,0.2964428663253784,0.28726089000701904,0.0,1.224578127789755e-08,1.5898644638201932e-17,1.0,delayed,437.0,1.0,2.2207531929016113,1168.0,1.0,2.227264404296875,437.0,1.0,2.2300333976745605
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+ 339,0.7688447866485499,0.6244905421434241,4.741730690002441,0.6837676995690539,0.8680676289044724,0.7668900113390372,3.362271785736084,0.7642045454545454,0.8184562077765112,0.6956902767412307,2,1.0,0,0.0,1.0,0.5487210154533386,0.45364803075790405,0.2742994725704193,0.272052526473999,3.9533151152681967e-07,0.9999996423721313,3.897237255134911e-10,0.0,arterial,-1.0,0.0,2.47117280960083,71.0,1.0,2.252980947494507,-1.0,0.0,2.419391393661499
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+ 368,0.6773413201244096,0.5121059048946177,12.237814903259277,0.5231116373628829,0.0,0.0,67.31924438476562,0.0,0.3386706600622048,0.25605295244730886,0,1.0,0,1.0,1.0,0.5263860821723938,0.36928054690361023,0.34306028485298157,0.2876591384410858,0.0,0.0,8.093324330783944e-19,1.0,delayed,1025.0,1.0,2.570164442062378,1562.0,0.0,2.563523054122925,1025.0,1.0,2.651207208633423
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+ 10,0.9573836965657389,0.9182512237840751,1.2082124948501587,0.9586393942818398,0.8838264486246337,0.7918360433604336,2.3712449073791504,0.8615407718876709,0.9206050725951862,0.8550436335722543,0,1.0,0,1.0,1.0,0.49469825625419617,0.3790942430496216,0.30651533603668213,0.3143904209136963,7.613282562973084e-14,3.3234069718446335e-08,4.2154100750569593e-16,1.0,delayed,693.0,1.0,2.1475839614868164,957.0,1.0,2.293856143951416,693.0,1.0,2.151123046875
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+ 328,0.9291678176487885,0.8677062876543621,2.0182223320007324,0.9120820631925292,0.6878367975365666,0.5242006453505427,4.099807262420654,0.7088452088452089,0.8085023075926776,0.6959534665024524,2,1.0,0,0.0,1.0,0.5190938711166382,0.37977084517478943,0.3312627375125885,0.28896641731262207,4.148046338855213e-16,6.711069033826789e-09,1.573374452872826e-18,1.0,delayed,-1.0,0.0,2.37378191947937,427.0,1.0,2.4564762115478516,-1.0,0.0,2.4244039058685303
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+ 304,0.9563520635926385,0.916355056365819,1.235223650932312,0.9709753492028299,0.886207285440397,0.7956662616443905,1.503566026687622,0.9726976365118174,0.9212796745165177,0.8560106590051048,2,1.0,0,0.0,1.0,0.5085558295249939,0.3632749319076538,0.30735471844673157,0.329370379447937,2.2994901050969003e-15,1.1206431338450784e-08,1.6739486965751885e-17,1.0,delayed,-1.0,0.0,2.173689126968384,989.0,1.0,2.323704242706299,-1.0,0.0,2.241713285446167
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+ 371,0.9144496765200568,0.8423834959475763,2.2303853034973145,0.8906682075199142,0.8086504243087873,0.6787683823529411,3.480417251586914,0.8033672833090834,0.861550050414422,0.7605759391502587,2,1.0,0,0.0,1.0,0.5246984362602234,0.4179142415523529,0.30412983894348145,0.27795591950416565,5.983905992934524e-08,0.9999998807907104,9.956839519542626e-11,0.0,arterial,-1.0,0.0,2.387115716934204,1051.0,1.0,2.326082229614258,-1.0,0.0,2.4016034603118896
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+ 37,0.9589965245818105,0.921223172858827,1.5365233421325684,0.938919190746973,0.40641711229946526,0.2550335570469799,4.571516990661621,0.7269503546099291,0.6827068184406379,0.5881283649529034,1,1.0,0,0.0,1.0,0.5326086282730103,0.4352979362010956,0.28897637128829956,0.27572566270828247,0.0,1.0435356745386315e-10,1.1419104158033629e-21,1.0,delayed,290.0,0.0,2.2607409954071045,1206.0,1.0,2.229759931564331,290.0,0.0,2.283421516418457
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+ 150,0.9282612108209931,0.8661263548481594,1.6685389280319214,0.9512288183144428,0.9028830978867547,0.8229597922952775,2.2542903423309326,0.9421296296296297,0.915572154353874,0.8445430735717184,0,1.0,1,0.0,1.0,0.5054181814193726,0.3402905762195587,0.34163638949394226,0.3180730640888214,3.428022636261553e-14,7.048600281223116e-08,1.698358895713302e-16,0.9999998807907104,delayed,-1.0,0.0,2.322190046310425,2322.0,0.0,2.5094566345214844,-1.0,0.0,2.372112274169922
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