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Change Detection on DSIFN-CD (test)

93.14F1 Score

GRAD-Former

Updated 1mo ago

Evaluation Results

Method
GRAD-Former 2026.03	93.14	-	-	87.16	97.65
ChangeMamba 2026.03	90.21	-	-	82.17	94.39
MF-VMamba 2026.03	88.05	-	-	78.73	96.01
ChangeFormer 2026.03	87.34	-	-	77.53	95.76
DTCDSCN 2026.03	87.21	-	-	76.58	95.59
RS-Mamba 2026.03	86.67	-	-	76.48	95.56
CDMamba 2026.03	85.81	-	-	75.13	95.17
BD-MSA 2024.01	83.98	88.01	80.3	72.38	-
ChangerEx-MiT 2024.01	80.87	87.93	74.87	67.89	-
ChangeFormer 2024.01	80.23	84.4	76.46	66.99	-
SNUNet 2026.03	79.64	-	-	66.17	93.48
IFNet 2024.01	79.21	85.54	73.75	65.58	-
ISNet 2026.03	78.42	-	-	67.01	88.69
SNUNet 2024.01	76.08	78.26	74.02	61.4	-
HANet 2024.01	75.91	75.9	75.92	61.18	-
CDMaskFormer 2024.06	74.75	75.96	73.57	59.68	91.55
TINY-CD 2024.01	74.71	76.37	73.12	59.63	-
ELGC-Net 2026.03	73.76	-	-	58.42	92.68
BIT 2026.03	71.49	-	-	55.64	90.74
DMATNet 2024.06	71.23	66.65	76.5	55.32	87.12
BIT 2024.01	71.04	77.22	65.78	55.09	-
T-Unet 2023.08	69.52	70.86	68.23	-	89.83
BIT 2021.02	69.26	68.36	70.18	52.97	89.41
BIT 2024.06	69.26	68.36	70.18	52.97	89.41
FC-Siam-Conc 2024.01	67.68	66.83	68.56	51.15	-
ScratchFormer 2026.03	67.62	-	-	45.13	89.74
SARAS-Net (V2) 2022.12	67.58	67.65	67.51	51.04	89.01
SARAS-Net 2026.03	67.58	-	-	51.04	89.01
SARASNet 2024.06	67.49	68.18	66.81	50.93	88.96
STANet-Base 2024.01	66.28	76.07	58.71	49.56	-
SNUNet 2021.02	66.18	60.6	72.89	49.45	87.34
SNUNet 2024.06	66.18	60.6	72.89	49.45	87.34
FC-Sima-conc 2026.03	65.42	-	-	48.61	87.6
DSIFN 2023.08	65.11	58.14	73.99	-	86.52
SARAS-Net (V1) 2022.12	64.73	64.48	64.98	47.85	88.05
STANet 2021.02	64.56	67.71	61.68	47.66	88.49
ChangeFormer 2024.06	64.52	57.9	72.85	47.63	87.72
FC-EF 2026.03	64.38	-	-	47.47	87.55
SNUNet 2023.08	64.29	60.77	68.24	-	87.11
DTCDSCN 2021.02	63.72	53.87	77.99	46.76	84.91
DTCDSCN 2024.06	63.72	53.87	77.99	46.76	84.91
FC-EF 2024.01	63.44	75.97	54.47	46.46	-
FC-Siam-Di 2024.01	63.41	73.23	55.92	46.43	-
DESSN 2023.08	63.22	54.31	75.63	-	85.04
LGPNet 2024.06	63.2	49.96	85.97	46.19	82.99
FC-Siam-Di 2022.12	62.95	68.44	58.27	45.93	88.35
FC-Siam-Di 2024.06	62.95	68.44	58.27	45.93	88.35
FC-Siam-Di 2021.02	62.54	59.67	65.71	45.5	86.63
FC-Sima-diff 2026.03	62.03	-	-	44.96	88.17
FC-Siam-Diff 2023.08	61.9	51.93	76.61	-	83.97
STANet-Bam 2024.01	61.48	70.83	54.31	44.39	-
FC-EF 2021.02	61.09	72.61	52.73	43.98	88.59
FC-Siam-Conc 2022.12	60.88	59.08	62.8	43.76	86.3
FC-Siam-Conc 2024.06	60.88	59.08	62.8	43.76	86.3
SNUNet 2022.12	60.41	64.15	57.09	43.28	87.3
IFNet 2021.02	60.1	67.86	53.94	42.96	87.83
IFNet 2024.06	60.1	67.86	53.94	42.96	87.83
FC-Siam-Conc 2021.02	59.71	66.45	54.21	42.56	87.57
FC-EF 2022.12	59.71	61.8	57.75	42.56	86.77
FC-EF 2024.06	59.71	61.8	57.75	42.56	86.77
DASNet 2023.08	59.52	50.7	72.07	-	83.34
BIT 2022.12	59.4	56.36	62.79	42.25	85.43
IFNet 2022.12	59.26	63.75	55.36	42.11	87.08
AdvCP 2026.03	58.9	-	-	43.1	85.75
Base 2021.02	58.48	73.3	48.65	41.32	88.26
DASNet 2022.12	58.26	60.1	56.53	41.1	86.25
FC-EF 2023.08	52.4	38.38	82.58	-	74.51
FC-Siam-Conc 2023.08	50.75	34.76	93.96	-	69.01
STANet 2022.12	42.65	51.48	36.4	27.11	83.38
STANet-Pam 2024.01	37.84	76.13	25.18	23.34	-