Multiframe Infrared Small Target Detection on NUDT-MIRSDT Hard subset benchmark leaderboard · SOTA2 Research

Multiframe Infrared Small Target Detection on NUDT-MIRSDT Hard subset

71.65IoUTEP-SAM (SAM-L)

Evaluation Results

Method	Links
TEP-SAM (SAM-L)2026.06		71.65	58.95	98.87	0.91
TEP-SAM (SAM-B)2026.06		71.19	58.28	99.05	1.23
TEP-SAM (SAM2-B)2026.06		67.97	55.58	99.24	1.78
TEP-SAM (SAM2-L)2026.06		67.57	55.91	99.43	2.45
DeepPro2026.06		67.29	54.92	95.27	3.76
ResUNet+RFR2026.06		63.56	52.31	79.4	4.83
SAM-SPL+DTUM2026.06		63.42	53.5	91.68	12.62
DNANet+DTUM2026.06		63.33	51.34	84.69	7.66
DeepPro-Plus2026.06		63.04	55.67	99.05	6.24
ResUNet+DTUM2026.06		61.82	51.83	94.71	16.65
LMAFormer2026.06		58.64	45.51	78.64	2.15
SAM2 (Ravi et al.)2026.06		42.85	23.36	24.2	1.06
SAMURAI2026.06		42.66	4.87	31.95	932.65
SAM2 (Ravi et al.)2026.06		35.09	0.04	10.21	999
SAM+XMem++2026.06		35.08	2.41	4.91	7.62
SAM+XMem2026.06		35.07	2.4	4.19	7.38
UIUNet2026.06		31.2	10.92	36.48	506.57
SAM-SPL+XMem2026.06		29.31	5.15	17.77	257.94
SAM-SPL+XMem++2026.06		29.3	4.99	17.58	272.77
HCFNet2026.06		27.53	12.58	24.57	156.22
SRSTT2026.06		26.58	32.4	71.46	84.4
SAM-I2V2026.06		24.4	11.92	41.78	344.04
4D-TR2026.06		23.75	11.82	86.77	381.64
SAM-SPL+3DConv2026.06		22.65	5.37	14.18	189.98
SAM-SPL2026.06		22.04	5.77	14.18	198.59
TSP-SAM2026.06		20.76	10.48	25.52	235.36
SAM-SPL+Temporal-Pooling2026.06		20.58	2.31	9.26	223.31
SAM-I2V2026.06		19.41	0.27	15.88	999
SAM+XMem2026.06		19.24	0.03	9.07	999
SAM+XMem++2026.06		19.18	0.03	8.88	999
DNANet2026.06		16.92	4.06	13.61	268.3
RIPT2026.06		0.15	0.17	1.83	210.87
ANLPT2026.06		0.07	0.11	1.13	275.55
NFTDGSTV2026.06		0.06	0.16	1.7	430.09
WSLCM2026.06		0	0	0	112.25