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Few-shot Classification on CPTAC

97.8LUNG ST Accuracy

PRISM

Updated 1mo ago

Evaluation Results

Method
PRISM 2024.11	97.8	74.9	63	70.9	77	72.5	58.7	74.4	62	51.5	70.3
PRISM 2024.11	96.9	70.2	59	65.6	73	66.3	57.1	71.2	58.6	52.1	67
PRISM 2024.11	96.9	70.2	59	65.6	73	66.3	57.1	71.2	58.6	52.1	67
COBRA-H0 2024.11	92.7	78.8	72.6	67.5	75.5	59.4	54	82.6	67.5	52.4	70.3
COBRA-UNI 2024.11	91	73.5	69.7	69.4	77.1	63.6	58.2	78.9	70.6	51.9	70.4
COBRA-V2 2024.11	90.7	71.4	69.3	68.8	78.2	64.4	62.7	85.3	76.6	53.2	72.1
MADELEINE 2024.11	90	64.9	60.9	61.2	74.5	64.7	63	71	60.2	54	66.4
COBRA-H0 2024.11	88.6	74	68.4	60.5	64.9	54.3	52.8	78.8	61.7	51.3	65.5
COBRA-H0 2024.11	88.6	74	68.4	60.5	64.9	54.3	52.8	78.8	61.7	51.3	65.5
MADELEINE 2024.11	87.8	63.2	59.5	54.7	62.6	62.5	59.3	68.3	56.4	52.2	62.6
MADELEINE 2024.11	87.8	63.2	59.5	54.7	62.6	62.5	59.3	68.3	56.4	52.2	62.6
COBRA-V2 2024.11	86.7	66.9	63.4	59.4	71.7	64.9	59.8	82.2	66.6	51	67.3
COBRA-V2 2024.11	86.7	66.9	63.4	59.4	71.7	64.9	59.8	82.2	66.6	51	67.3
COBRA-UNI 2024.11	86.5	71.8	62.8	60.8	66.4	61.7	57.5	71.7	61.5	49.1	65
COBRA-UNI 2024.11	86.5	71.8	62.8	60.8	66.4	61.7	57.5	71.7	61.5	49.1	65
CONCH 2024.11	85.8	60.9	59.1	60.6	73.9	66.9	53.6	68.1	61.8	55.4	64.6
CONCH 2024.11	83.1	61.8	56.8	54.8	60.5	64.8	54	51.8	66.2	55	60.7
CONCH 2024.11	83.1	61.8	56.8	54.8	60.5	64.8	54	66.2	55	52.3	60.7
COBRA-CTP 2024.11	82.1	67	60.9	64.1	67.2	61	54.3	71.3	61.7	47.7	63.7
GigaPath 2024.11	78.7	59.6	65.2	59.7	72.1	62.6	56.6	78.1	65.2	53.7	65.2
COBRA-CTP 2024.11	77.5	62	59.9	60.6	61.7	60.2	51.8	61.7	53.2	47.7	59.6
COBRA-CTP 2024.11	77.5	62	59.9	60.6	61.7	60.2	51.8	61.7	53.2	47.7	59.6
Virchow-2 2024.11	76.5	60.2	64.1	59.2	76	67.4	59.4	82.6	70	54.6	67
CHIEF 2024.11	76.2	65	60.2	58.2	70.8	68.9	56.6	71.8	57.9	50.1	63.6
Virchow 2024.11	75.9	62.7	56.7	56.4	59.6	58.9	48.6	62.6	53.5	50.5	58.5
H-Optimus 2024.11	74.6	66.8	63.5	57.9	71.6	59.8	51.1	77.7	62.5	53.8	63.9
CHIEF 2024.11	73.5	60.9	58.7	54.6	63.1	66.6	53.7	64.2	49.8	48.7	59.4
CHIEF 2024.11	73.5	60.9	58.7	54.6	63.1	66.6	53.7	64.2	49.8	48.7	59.4
UNI 2024.11	73.4	63.3	62.9	60.9	70.6	66.4	55.6	76.3	63.5	54.2	64.7
Virchow-2 2024.11	72.4	61.1	62.6	52.6	65.6	62.2	56.9	78	59.7	53.3	62.4
Virchow2 2024.11	72.4	61.1	62.6	52.6	65.6	62.2	56.9	78	59.7	53.3	62.4
Virchow 2024.11	72.3	60.8	56.5	51.1	53.9	49.1	48.3	52.8	50.3	50.2	54.5
Virchow 2024.11	72.3	60.8	56.5	51.1	53.9	49.1	48.3	52.8	50.3	50.2	54.5
GigaPath 2024.11	71.6	58.1	62.9	54.1	63.3	58.5	53.2	69.9	56.8	52.6	60.1
GigaPath 2024.11	71.6	58.1	62.9	54.1	63.3	58.5	53.2	69.9	56.8	52.6	60.1
GigaPath-SE 2024.11	71.4	60	61	57.6	62.1	57.7	53.8	55.2	56.8	48.9	58.5
H-Optimus 2024.11	68.6	63.9	63.3	51.3	69.1	51.1	48.1	71.9	55.9	51.6	58.8
H-Optimus 2024.11	68.6	63.9	63.3	51.3	62.1	51.1	48.1	71.9	55.9	51.6	58.8
UNI 2024.11	67.8	60.8	60.3	53.3	61.9	59.8	53.6	67.4	53.8	50.7	58.9
UNI 2024.11	67.8	60.8	60.3	53.3	61.9	59.8	53.6	67.4	53.8	50.7	58.9
GigaPath-SE 2024.11	65.2	57.2	58.3	52.5	58.4	54	53.7	54.4	51.1	47.2	55.2
GigaPath-SE 2024.11	65.2	57.2	58.3	52.5	58.4	51	53.7	54.4	51.1	47.2	55.2
CTransPath 2024.11	64.1	55.6	56.6	50.6	58.2	58.9	49.3	59.4	47.8	49.7	55
CTransPath 2024.11	64.1	55.6	56.6	50.6	58.2	58.9	49.3	59.4	47.8	49.7	55
CTransPath 2024.11	63.8	55.9	56.1	53.9	66	60.9	49.7	66.6	54.6	50.4	57.8