Multiframe Infrared Small Target Detection on NUDT-MIRSDT (All) benchmark leaderboard · SOTA2 Research

Multiframe Infrared Small Target Detection on NUDT-MIRSDT (All)

86.27IoUTEP-SAM (SAM-L)

Evaluation Results

Method	Links
TEP-SAM (SAM-L)2026.06		86.27	86.54	99.65	0.42
TEP-SAM (SAM-B)2026.06		86.15	86.28	99.71	0.51
DNANet+DTUM2026.06		83.35	85.73	95.32	3.61
DeepPro-Plus2026.06		83.17	85.85	99.65	2.63
DeepPro2026.06		83.04	83.71	98.26	2.32
ResUNet+DTUM2026.06		81.67	84.36	98.38	7.72
ResUNet+RFR2026.06		80.75	83.94	92.71	6.7
TEP-SAM (SAM2-B)2026.06		77.3	77.31	99.77	0.72
TEP-SAM (SAM2-L)2026.06		77.18	77.28	99.83	1.04
SAM-SPL+DTUM2026.06		76.28	78.49	96.24	5.68
LMAFormer2026.06		64.93	64.56	93.46	1.25
UIUNet2026.06		62.72	45.76	75.65	279.7
SAM-I2V2026.06		62.41	55.79	81.26	169.69
SAM-I2V2026.06		55.21	3.19	68.42	999
SAM2 (Ravi et al.)2026.06		54.99	56.47	61.31	0.63
HCFNet2026.06		51.63	52.49	62.17	70.3
SAM-SPL+3DConv2026.06		47.6	39.58	57.14	188.66
SAM-SPL2026.06		47.47	38.66	56.85	207.03
SAM2 (Ravi et al.)2026.06		47.11	0.13	49.39	999
SRSTT2026.06		46.26	51.71	91.21	42.83
DNANet2026.06		44.43	38.55	56.28	206.64
SAM+XMem2026.06		43.88	45.49	46.56	4.31
SAM+XMem++2026.06		43.75	45.42	46.56	5
SAM-SPL+XMem2026.06		42.45	33.13	52.11	205.25
SAM-SPL+XMem++2026.06		42.24	32.43	51.76	217.01
TSP-SAM2026.06		41.8	41.21	65.3	159.43
SAMURAI2026.06		38.8	19.89	60.44	755.53
SAM+XMem2026.06		37.16	0.16	47.31	999
SAM+XMem++2026.06		37.04	0.16	47.25	999
SAM-SPL+Temporal-Pooling2026.06		33.73	26.77	53.15	214.87
4D-TR2026.06		32.77	24.04	89.99	223.45
WSLCM2026.06		12.6	13.66	52.75	82.97
RIPT2026.06		6.77	5.93	33.43	113.77
ANLPT2026.06		4.82	4.03	20.53	116.14
NFTDGSTV2026.06		4.66	3.19	28.98	255.14