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🏆 Rank-sum Leaderboard

Lower Rank-sum = better overall performance
Model Domain Type KNN ↑ Lin. prob. ↑ Few-shot ↑ Calib. ↓ Adv. attack ↓ Seg.↑ Rank sum ↓
HIBOU-BHistopathologyVM75.8 (10)78.0 (14)74.2 (6)3.7 (2)52.8 (14)61.5 (10)56 (8)
HIBOU-LHistopathologyVM75.2 (12)81.2 (7)70.4 (12)5.5 (21)40.0 (5)62.2 (7)64 (10)
H-OPTIMUS-0HistopathologyVM79.2 (5)81.4 (5)73.4 (7)4.7 (12)44.2 (9)59.0 (13)51 (7)
H-OPTIMUS-1HistopathologyVM80.5 (3)83.3 (2)74.8 (4)4.1 (4)58.0 (17)58.4 (14)44 (5)
MIDNIGHTHistopathologyVM78.2 (8)82.9 (3)70.6 (11)3.2 (1)36.3 (4)62.9 (2)29 (3)
PHIKONHistopathologyVM72.8 (14)78.5 (13)72.2 (10)6.4 (22)34.4 (3)61.7 (9)71 (13)
PHIKON2HistopathologyVM70.1 (15)76.5 (15)70.1 (13)4.6 (10)45.6 (11)62.0 (8)72 (14)
UNIHistopathologyVM78.8 (6)81.3 (6)76.4 (2)4.3 (7)42.8 (7)62.2 (6)34 (4)
UNI2-HHistopathologyVM81.7 (1)83.9 (1)78.4 (1)4.5 (8)34.3 (2)62.8 (4)17 (1)
VIRCHOWHistopathologyVM74.2 (13)80.2 (11)68.5 (15)5.5 (19)41.0 (6)62.7 (5)69 (11)
VIRCHOW2HistopathologyVM81.2 (2)82.7 (4)72.5 (9)4.6 (11)33.6 (1)63.4 (1)28 (2)
CONCHHistopathologyVLM77.3 (9)80.2 (10)73.1 (8)4.3 (6)55.0 (15)42.0 (23)71 (12)
CONCH 1.5HistopathologyVLM78.6 (7)80.8 (9)74.6 (5)4.9 (15)75.3 (23)62.8 (3)62 (9)
KEEPHistopathologyVLM79.7 (4)81.1 (8)75.8 (3)4.7 (13)44.7 (10)61.3 (11)49 (6)
MUSKHistopathologyVLM75.6 (11)79.0 (12)70.0 (14)4.5 (9)69.3 (22)59.7 (12)80 (15)
PLIPHistopathologyVLM67.8 (19)71.0 (21)63.4 (17)4.9 (14)56.9 (16)54.0 (21)108 (20)
QUILTNETHistopathologyVLM68.3 (17)71.0 (22)65.7 (16)7.0 (23)52.7 (13)54.3 (20)111 (21)
DINOv2-BNatural-imageVM67.9 (18)74.8 (17)61.0 (18)5.5 (20)65.8 (20)54.7 (18)111 (22)
DINOv2-LNatural-imageVM69.5 (16)75.3 (16)59.2 (19)5.3 (17)64.5 (19)54.4 (19)106 (19)
ViT-B/16Natural-imageVM64.4 (21)71.9 (19)57.8 (21)3.9 (3)46.8 (12)57.9 (15)93 (16)
ViT-L/16Natural-imageVM67.5 (20)72.8 (18)56.5 (22)5.0 (16)44.1 (8)51.9 (22)99 (17)
CLIP-B/32Natural-imageVLM61.9 (23)65.8 (23)53.3 (23)5.5 (18)60.4 (18)55.9 (16)127 (23)
CLIP-L/14Natural-imageVLM64.2 (22)71.3 (20)58.2 (20)4.2 (5)67.8 (21)55.5 (17)104 (18)