Crack Segmentation on Concrete3k Facade390 Road420 (Zero-shot) benchmark leaderboard · SOTA2 Research

Crack Segmentation on Concrete3k Facade390 Road420 (Zero-shot)

75.47Zero-shot F1 (Concrete)LoRA

Evaluation Results

Method	Links
LoRA2026.06		75.47	52.39	39.53	55.79	60.6	35.49	24.63	40.24
FisherAdapTune2026.06		74.19	61.04	58.26	64.49	58.97	43.93	41.11	48
Full FT2026.06		74.03	64.25	70.39	69.56	58.77	47.33	54.31	53.47
Random2026.06		73.9	70.35	71.79	72.01	58.6	54.26	55.99	56.29
Full FT2026.06		73.71	57.14	54	61.61	58.37	40	36.98	45.11
Full FT2026.06		73.34	70.39	64.32	69.35	57.91	54.31	47.4	53.21
Full FT2026.06		73.2	61.31	56.42	63.64	57.72	44.2	39.3	47.07
BitFit2026.06		73.05	70.13	71.55	71.58	57.54	54	55.7	55.75
FisherAdapTune2026.06		72.81	75.3	70.29	72.8	57.24	60.38	54.19	57.27
FisherAdapTune2026.06		72.43	69.1	64.42	68.65	56.77	52.79	47.52	52.36
Random2026.06		72.16	58.56	42.96	57.89	56.45	41.4	27.36	41.74
LoRA2026.06		71.85	55.38	44.31	57.18	56.06	38.29	28.46	40.94
Decoder-only2026.06		71.26	68.61	61.71	67.19	55.35	52.22	44.62	50.73
FisherAdapTune2026.06		70.97	58.77	53.63	61.12	55.01	41.62	36.64	44.42
BitFit2026.06		70.84	69.17	67.33	69.11	54.85	52.87	50.74	52.82
Random2026.06		69.41	70.83	63.15	67.8	53.15	54.83	46.14	51.38
Decoder-only2026.06		69.26	69.36	64.35	67.66	52.98	53.09	47.44	51.17
LoRA2026.06		69.07	67.51	58.76	65.11	52.75	50.96	41.6	48.44
BitFit2026.06		68.79	52.04	53.53	58.12	52.42	35.17	36.55	41.38
LayerNorm2026.06		67.07	44.07	42.41	51.18	50.46	28.26	26.91	35.21
Random2026.06		66.41	69.44	61.88	65.91	49.71	53.19	44.8	49.24
Decoder-only2026.06		66.28	56.71	58.72	60.57	49.57	39.57	41.57	43.57
LayerNorm2026.06		64.15	65.38	61.16	63.56	47.23	48.56	44.05	46.61
Random2026.06		63.81	51.33	52.45	55.87	46.85	34.53	35.55	38.98
Decoder-only2026.06		63.47	54.91	52.58	56.98	46.48	37.85	35.66	40
LayerNorm2026.06		63.24	50.01	48.79	54.01	46.24	33.34	32.27	37.28
BitFit2026.06		61.86	45.95	43.23	50.34	44.79	29.83	27.57	34.06
LoRA2026.06		59.72	62.82	51.81	58.11	42.57	45.79	34.96	41.11
Random2026.06		56	65.36	58.93	60.09	38.88	48.54	41.77	43.07
LayerNorm2026.06		50.29	62.75	61.99	58.34	33.59	45.72	44.92	41.41
Freeze2026.06		8.21	4.13	4.47	5.6	4.28	2.11	2.28	2.89
Freeze2026.06		6.29	2.41	3.93	4.21	3.25	1.22	2	2.16