| ,,,,R@1,R@1,R@10,R@10,pair_acc,pair_acc |
| ,,,,mean,std,mean,std,mean,std |
| regime,name,kind,pair,,,,,, |
| S1,"separate, frozen anchor",trained,H&E<->mIF (ORION),0.6798,0.0341,0.9833,0.0081,0.8965,0.0391 |
| S1,"separate, frozen anchor",trained,H&E<->RNA (HEST),0.1483,0.0228,0.5492,0.0937,0.1718,0.0274 |
| S1,"separate, frozen anchor",trained,H&E<->text (TCGA),0.2339,0.0067,0.7281,0.0081,0.2424,0.0077 |
| S1,"separate, frozen anchor",emergent,mIF<->RNA(virtual) (ORION),0.1083,0.0174,0.5364,0.0317,0.1579,0.0218 |
| S1,"separate, frozen anchor",emergent,mIF<->text(synthetic) (ORION),0.0764,0.0124,0.445,0.0249,0.0807,0.0138 |
| S1,"separate, frozen anchor",emergent,text<->RNA(virtual) (TCGA),0.06,0.0028,0.3288,0.0121,0.0627,0.0042 |
| S1,"separate, frozen anchor",emergent,text<->mIF(MIPHEI) (TCGA),0.0379,0.0048,0.2426,0.0222,0.0394,0.0056 |
| S2,"separate, two-tower",trained,H&E<->mIF (ORION),0.7937,0.0413,0.9808,0.0146,0.9134,0.0425 |
| S2,"separate, two-tower",trained,H&E<->RNA (HEST),0.13,0.0309,0.4927,0.0807,0.1317,0.0343 |
| S2,"separate, two-tower",trained,H&E<->text (TCGA),0.1947,0.0199,0.6679,0.0714,0.1943,0.0237 |
| S2,"separate, two-tower",emergent,mIF<->RNA(virtual) (ORION),0.0193,0.0054,0.1448,0.0196,0.0155,0.004 |
| S2,"separate, two-tower",emergent,mIF<->text(synthetic) (ORION),0.0218,0.0025,0.1765,0.0106,0.0205,0.0025 |
| S2,"separate, two-tower",emergent,text<->RNA(virtual) (TCGA),0.014,0.0025,0.1262,0.0093,0.0171,0.0013 |
| S2,"separate, two-tower",emergent,text<->mIF(MIPHEI) (TCGA),0.0134,0.0024,0.1242,0.0089,0.0133,0.0031 |
| J1,"joint, frozen anchor",trained,H&E<->mIF (ORION),0.7057,0.044,0.9828,0.0061,0.9009,0.0387 |
| J1,"joint, frozen anchor",trained,H&E<->RNA (HEST),0.1484,0.0293,0.5384,0.0973,0.1687,0.0377 |
| J1,"joint, frozen anchor",trained,H&E<->text (TCGA),0.2365,0.0083,0.7219,0.0103,0.243,0.0126 |
| J1,"joint, frozen anchor",emergent,mIF<->RNA(virtual) (ORION),0.0939,0.0216,0.4704,0.051,0.1223,0.0343 |
| J1,"joint, frozen anchor",emergent,mIF<->text(synthetic) (ORION),0.0652,0.0109,0.387,0.0236,0.0646,0.0115 |
| J1,"joint, frozen anchor",emergent,text<->RNA(virtual) (TCGA),0.0561,0.0074,0.3048,0.024,0.0546,0.0048 |
| J1,"joint, frozen anchor",emergent,text<->mIF(MIPHEI) (TCGA),0.031,0.0049,0.2122,0.0132,0.0326,0.0053 |
| J2,"joint, shared H&E head",trained,H&E<->mIF (ORION),0.7609,0.0343,0.9826,0.0151,0.9107,0.0392 |
| J2,"joint, shared H&E head",trained,H&E<->RNA (HEST),0.1467,0.0328,0.5499,0.1021,0.1574,0.0463 |
| J2,"joint, shared H&E head",trained,H&E<->text (TCGA),0.2044,0.0127,0.6759,0.0306,0.2016,0.0181 |
| J2,"joint, shared H&E head",emergent,mIF<->RNA(virtual) (ORION),0.0609,0.0087,0.3605,0.0342,0.0882,0.0186 |
| J2,"joint, shared H&E head",emergent,mIF<->text(synthetic) (ORION),0.0598,0.0049,0.3782,0.0198,0.0624,0.0124 |
| J2,"joint, shared H&E head",emergent,text<->RNA(virtual) (TCGA),0.0442,0.0063,0.2758,0.0229,0.0516,0.0068 |
| J2,"joint, shared H&E head",emergent,text<->mIF(MIPHEI) (TCGA),0.0306,0.0046,0.2196,0.0177,0.033,0.0081 |
| J3,"joint, shared H&E head, size-prop.",trained,H&E<->mIF (ORION),0.7397,0.035,0.9826,0.0139,0.8955,0.0401 |
| J3,"joint, shared H&E head, size-prop.",trained,H&E<->RNA (HEST),0.1384,0.0319,0.5223,0.0799,0.1436,0.0403 |
| J3,"joint, shared H&E head, size-prop.",trained,H&E<->text (TCGA),0.1871,0.0215,0.6313,0.0434,0.1759,0.0244 |
| J3,"joint, shared H&E head, size-prop.",emergent,mIF<->RNA(virtual) (ORION),0.0632,0.0157,0.3701,0.0613,0.0872,0.027 |
| J3,"joint, shared H&E head, size-prop.",emergent,mIF<->text(synthetic) (ORION),0.0598,0.006,0.3649,0.0276,0.0593,0.0094 |
| J3,"joint, shared H&E head, size-prop.",emergent,text<->RNA(virtual) (TCGA),0.0387,0.0015,0.2491,0.0153,0.0445,0.002 |
| J3,"joint, shared H&E head, size-prop.",emergent,text<->mIF(MIPHEI) (TCGA),0.0305,0.004,0.213,0.0196,0.0312,0.0057 |
| J4,"joint, shared H&E head + distill",trained,H&E<->mIF (ORION),0.7646,0.0269,0.9829,0.0158,0.9123,0.0421 |
| J4,"joint, shared H&E head + distill",trained,H&E<->RNA (HEST),0.1437,0.0241,0.5492,0.0812,0.1508,0.0309 |
| J4,"joint, shared H&E head + distill",trained,H&E<->text (TCGA),0.2025,0.017,0.6587,0.0373,0.1953,0.0183 |
| J4,"joint, shared H&E head + distill",emergent,mIF<->RNA(virtual) (ORION),0.0624,0.0152,0.3558,0.052,0.0799,0.0231 |
| J4,"joint, shared H&E head + distill",emergent,mIF<->text(synthetic) (ORION),0.0582,0.007,0.358,0.0453,0.0574,0.0093 |
| J4,"joint, shared H&E head + distill",emergent,text<->RNA(virtual) (TCGA),0.0429,0.0048,0.2652,0.0209,0.05,0.0069 |
| J4,"joint, shared H&E head + distill",emergent,text<->mIF(MIPHEI) (TCGA),0.0305,0.005,0.2178,0.0189,0.0343,0.0059 |
| J5,"joint, residual adapter",trained,H&E<->mIF (ORION),0.7621,0.0464,0.9807,0.0105,0.9054,0.0372 |
| J5,"joint, residual adapter",trained,H&E<->RNA (HEST),0.142,0.0275,0.5348,0.0885,0.1519,0.0355 |
| J5,"joint, residual adapter",trained,H&E<->text (TCGA),0.2011,0.0152,0.6598,0.0413,0.1951,0.0188 |
| J5,"joint, residual adapter",emergent,mIF<->RNA(virtual) (ORION),0.0575,0.0134,0.3535,0.0363,0.0812,0.0247 |
| J5,"joint, residual adapter",emergent,mIF<->text(synthetic) (ORION),0.0593,0.0134,0.3835,0.0471,0.0627,0.0153 |
| J5,"joint, residual adapter",emergent,text<->RNA(virtual) (TCGA),0.0442,0.0041,0.2706,0.0234,0.0456,0.0051 |
| J5,"joint, residual adapter",emergent,text<->mIF(MIPHEI) (TCGA),0.0294,0.0042,0.2108,0.015,0.0297,0.0072 |
| S3,"separate, frozen anchor, linear head",trained,H&E<->mIF (ORION),0.6419,0.0356,0.9795,0.0108,0.8825,0.0523 |
| S3,"separate, frozen anchor, linear head",trained,H&E<->RNA (HEST),0.1562,0.0238,0.5582,0.0887,0.1868,0.0437 |
| S3,"separate, frozen anchor, linear head",trained,H&E<->text (TCGA),0.2365,0.0061,0.7286,0.008,0.2496,0.0053 |
| S3,"separate, frozen anchor, linear head",emergent,mIF<->RNA(virtual) (ORION),0.1225,0.0088,0.575,0.0269,0.1774,0.0137 |
| S3,"separate, frozen anchor, linear head",emergent,mIF<->text(synthetic) (ORION),0.0705,0.0122,0.4284,0.025,0.0738,0.011 |
| S3,"separate, frozen anchor, linear head",emergent,text<->RNA(virtual) (TCGA),0.0689,0.002,0.3703,0.0106,0.0782,0.0031 |
| S3,"separate, frozen anchor, linear head",emergent,text<->mIF(MIPHEI) (TCGA),0.0384,0.0014,0.2507,0.0073,0.0429,0.0024 |
| J4b,"joint, shared H&E head + distill x10",trained,H&E<->mIF (ORION),0.7679,0.0325,0.9847,0.0156,0.916,0.0379 |
| J4b,"joint, shared H&E head + distill x10",trained,H&E<->RNA (HEST),0.1491,0.0335,0.5569,0.1108,0.1624,0.0517 |
| J4b,"joint, shared H&E head + distill x10",trained,H&E<->text (TCGA),0.2087,0.0094,0.6737,0.0317,0.2034,0.0139 |
| J4b,"joint, shared H&E head + distill x10",emergent,mIF<->RNA(virtual) (ORION),0.067,0.0148,0.3747,0.0606,0.0891,0.0204 |
| J4b,"joint, shared H&E head + distill x10",emergent,mIF<->text(synthetic) (ORION),0.0583,0.005,0.3603,0.0286,0.0581,0.0072 |
| J4b,"joint, shared H&E head + distill x10",emergent,text<->RNA(virtual) (TCGA),0.0469,0.003,0.2767,0.0185,0.0532,0.006 |
| J4b,"joint, shared H&E head + distill x10",emergent,text<->mIF(MIPHEI) (TCGA),0.0299,0.0028,0.2091,0.0202,0.0324,0.005 |
| J6,"joint, shared H&E head, uncertainty wt.",trained,H&E<->mIF (ORION),0.7648,0.034,0.9805,0.0174,0.9084,0.0416 |
| J6,"joint, shared H&E head, uncertainty wt.",trained,H&E<->RNA (HEST),0.1363,0.0335,0.5198,0.1074,0.1411,0.0407 |
| J6,"joint, shared H&E head, uncertainty wt.",trained,H&E<->text (TCGA),0.1955,0.0216,0.6422,0.0687,0.1894,0.0267 |
| J6,"joint, shared H&E head, uncertainty wt.",emergent,mIF<->RNA(virtual) (ORION),0.0571,0.0084,0.3366,0.0441,0.0749,0.0215 |
| J6,"joint, shared H&E head, uncertainty wt.",emergent,mIF<->text(synthetic) (ORION),0.0546,0.0145,0.3521,0.0553,0.0564,0.0203 |
| J6,"joint, shared H&E head, uncertainty wt.",emergent,text<->RNA(virtual) (TCGA),0.041,0.0084,0.2576,0.0346,0.0454,0.009 |
| J6,"joint, shared H&E head, uncertainty wt.",emergent,text<->mIF(MIPHEI) (TCGA),0.0273,0.0072,0.207,0.0359,0.0314,0.0107 |
| J7,two-stage: separate -> joint residual,trained,H&E<->mIF (ORION),0.7756,0.0306,0.9875,0.0098,0.9336,0.0299 |
| J7,two-stage: separate -> joint residual,trained,H&E<->RNA (HEST),0.1496,0.0248,0.5443,0.0977,0.1678,0.0344 |
| J7,two-stage: separate -> joint residual,trained,H&E<->text (TCGA),0.2343,0.012,0.7111,0.0232,0.2319,0.0201 |
| J7,two-stage: separate -> joint residual,emergent,mIF<->RNA(virtual) (ORION),0.1003,0.0184,0.5007,0.042,0.1426,0.0272 |
| J7,two-stage: separate -> joint residual,emergent,mIF<->text(synthetic) (ORION),0.076,0.0146,0.4212,0.0229,0.0758,0.0165 |
| J7,two-stage: separate -> joint residual,emergent,text<->RNA(virtual) (TCGA),0.0546,0.0031,0.3067,0.0153,0.0566,0.0052 |
| J7,two-stage: separate -> joint residual,emergent,text<->mIF(MIPHEI) (TCGA),0.0351,0.0041,0.2192,0.0205,0.0366,0.0058 |
| S4,"separate, frozen, MLP mIF + linear RNA/text",trained,H&E<->mIF (ORION),0.6798,0.0341,0.9833,0.0081,0.8965,0.0391 |
| S4,"separate, frozen, MLP mIF + linear RNA/text",trained,H&E<->RNA (HEST),0.1519,0.0251,0.5719,0.0883,0.1876,0.0474 |
| S4,"separate, frozen, MLP mIF + linear RNA/text",trained,H&E<->text (TCGA),0.2338,0.0082,0.7272,0.0072,0.2488,0.0074 |
| S4,"separate, frozen, MLP mIF + linear RNA/text",emergent,mIF<->RNA(virtual) (ORION),0.1168,0.0167,0.5689,0.0477,0.1807,0.0168 |
| S4,"separate, frozen, MLP mIF + linear RNA/text",emergent,mIF<->text(synthetic) (ORION),0.0738,0.0124,0.4394,0.0207,0.0792,0.009 |
| S4,"separate, frozen, MLP mIF + linear RNA/text",emergent,text<->RNA(virtual) (TCGA),0.0712,0.0046,0.3793,0.0243,0.0779,0.0037 |
| S4,"separate, frozen, MLP mIF + linear RNA/text",emergent,text<->mIF(MIPHEI) (TCGA),0.037,0.0047,0.2407,0.0157,0.0392,0.0049 |
| J8,two-stage from S4 heads -> joint residual,trained,H&E<->mIF (ORION),0.7625,0.0307,0.9896,0.0085,0.9294,0.029 |
| J8,two-stage from S4 heads -> joint residual,trained,H&E<->RNA (HEST),0.1636,0.0285,0.577,0.0924,0.1982,0.0526 |
| J8,two-stage from S4 heads -> joint residual,trained,H&E<->text (TCGA),0.2322,0.0063,0.7186,0.0141,0.2368,0.0091 |
| J8,two-stage from S4 heads -> joint residual,emergent,mIF<->RNA(virtual) (ORION),0.1125,0.0063,0.5425,0.0371,0.1694,0.0153 |
| J8,two-stage from S4 heads -> joint residual,emergent,mIF<->text(synthetic) (ORION),0.0725,0.0119,0.4147,0.0298,0.0757,0.0102 |
| J8,two-stage from S4 heads -> joint residual,emergent,text<->RNA(virtual) (TCGA),0.0683,0.0058,0.3718,0.0147,0.0746,0.0038 |
| J8,two-stage from S4 heads -> joint residual,emergent,text<->mIF(MIPHEI) (TCGA),0.0345,0.0039,0.2218,0.0152,0.0352,0.0051 |
|
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