Infrared Small Target Detection

Benchmarks

Dataset Name	SOTA Method	Metric
IRSTD-1K	InfMAE	Pd96.9	118	5d ago
NUDT-SIRST	FSGNet	IoU93.78	56	5d ago
SIRST Aug	FSGNet	IoU75.69	44	23d ago
IRSTD-1k (800:201) (test)	UIU-Net	IoU72.44	42	1mo ago
NUDT-SIRST 663:664 (test)	MSDA-Net + FDEP Framework	IoU96.5	42	1mo ago
NUAA-SIRST (213:214) (test)	DNA-Net	IoU80.36	42	1mo ago
IRSTD-1K (test)	DCCS-Det	IoU69.64	38	18d ago
NUAA-SIRST	TAPM-Net	IoU81.94	37	23d ago
NUDT-SIRST to NUAA-SIRST	S2CP-SCTransNet	IoU66.25	31	16d ago
NUDT-SIRST to IRSTD-1K	S2CP-SCTransNet	IoU53.76	31	16d ago
NUAA-SIRST to IRSTD-1K	S2CP-MSHNet	mIoU72.78	30	16d ago
NUAA-SIRST	MDAFNet	IoU79.42	27	1mo ago
NUDT-SIRST (test)	DNA-Net	mIoU87.42	27	1mo ago
IRSatVideo-LEO (test)	FeedbackSTS-Det-T2	mIoU43.5	25	1mo ago
NUDT-MIRSDT (test)	FeedbackSTS-Det-T2	mIoU52.24	25	1mo ago
NUAA-SIRST	S2CP-SCTransNet	IoU71.73	24	16d ago
NUDT-MIRSDT HiNo	DeepPro	Pd59.17	24	20d ago
NUDT-MIRSDT	DeepPro	Probability of Detection (Pd)98.5	24	20d ago
NUDT-MIRSDT SNR ≤ 3	DeepPro	Pd95.84	24	20d ago
Average (SIRST, NUDT-SIRST, IRSTD-1K) Combined (test)	DNA-Net	mIoU75.67	24	1mo ago
SIRST (test)	DNA-Net	IoU76.86	24	1mo ago
NUAA-SIRST	PConv	Precision97.1	23	18d ago
SIRST-UAVB	MSHNet	mIoU27.91	21	5d ago
IRDST-H	MI-DETR	mAP5070.3	19	1mo ago
ITSDT 15K	MI-DETR	mAP5088.3	19	1mo ago

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