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Lesion Segmentation on HAM10000 Domain Generalization train on NV unseen categories (test)

74.53AKIEC IoU

Ours

Updated 1mo ago

Evaluation Results

Method	Links
Ours 2026.04		74.53	85.41	67.33	80.47	83.7	91.13	76.52	86.7	88.5	93.9	75.08	85.77	77.61	87.23
LightM-UNet 2026.04		71.3	83.24	64.3	78.27	82.63	90.49	77.35	87.23	87.45	93.31	72.96	84.37	76	86.82
LB-UNet 2026.04		70.99	83.04	65.38	79.06	82.43	90.37	77.12	87.08	87.48	93.32	75.21	85.85	76.44	86.45
VM-UNet 2026.04		70.54	82.73	59.71	74.77	77.95	87.61	64.01	78.05	84.18	91.41	56.19	71.95	68.43	81.42
VM-UNet2 2026.04		70.42	82.64	58.48	73.8	76.41	86.63	68.84	81.54	83.04	90.74	61.09	75.85	69.38	81.87
TransFuse 2026.04		70.06	82.39	58.17	73.55	76.84	86.9	64.54	78.45	83.79	91.18	55.1	71.05	68.08	80.59
ULVM-UNet 2026.04		69.39	81.93	60.58	75.45	81.5	89.81	74.15	85.16	86.84	92.96	68.44	81.26	73.48	84.43
MALUNet 2026.04		69.28	81.85	59.52	74.62	76.71	86.82	68.03	80.97	81.63	89.89	61.61	76.24	69.13	81.73
EGE-UNet 2026.04		68.74	81.48	57.96	73.38	80.11	88.96	69.21	81.81	85.16	91.99	64.01	78.06	70.2	82.95
MatchSeg 2026.04		67.81	80.82	58.14	73.53	76.12	86.44	70.9	82.97	84.58	91.64	69.89	82.28	71.24	82.95
C2SDG 2026.04		64.49	78.41	52.33	68.7	68.57	81.35	58.89	74.13	75.91	86.31	43.15	60.29	60.22	74.2
UTNetV2 2026.04		64.14	78.16	53.58	69.78	70.67	82.81	54.82	70.82	78.42	87.91	50.78	67.36	62.07	76.47
UNeXt-S 2026.04		63.19	77.45	56.76	72.41	76.79	86.87	70.5	82.7	83.54	91.03	65.24	78.96	69.34	81.9
SCR-Net 2026.04		62.48	76.91	47.81	64.69	61.84	76.42	52.29	68.67	66.43	79.83	39.64	56.77	55.08	70.55
U-Net 2026.04		55.08	71.04	51.49	67.98	68.5	81.31	69.27	81.85	76.02	86.38	64.39	78.34	64.12	77.48
ASwin U-Net 2026.04		53.27	69.51	48.36	65.19	65.15	78.9	64.84	78.67	75.42	85.99	65.54	79.18	62.1	76.91