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Infrared Small Target Detection on SIRST Aug

75.69IoUFSGNet
6.301224.315642.3360.3444Jan 23, 2026Feb 9, 2026Feb 26, 2026Mar 16, 2026Apr 2, 2026Apr 19, 2026May 7, 2026

Evaluation results

MethodLinks
FSGNetMethod Category=Deep Learning Methods2026.0375.6998.7614.3671.7—
MDAFNetPublication=-2026.0175.699.4515.15——
DCCS-DetType=CNN-Mamba, Publication=-2026.0175.5798.90.0033——
DNANetMethod Category=Deep Learning Methods2026.0374.8897.830.0770.23—
AGPCNetMethod Category=Deep Learning Methods2026.0374.7197.6734.8471.49—
Na-IRSTD2026.0574.3999.7220.83——
DNANetPublish=TIP’222026.0574.3197.830.07——
UIUNetPublish=TIP’232026.0574.2498.3523.13——
RDIANMethod Category=Deep Learning Methods2026.0374.1999.1723.9769.8—
PConvPublication=AAAI’252026.0174.0493.95288.71——
PConvType=CNN, Publication=AAAI, 20252026.0174.0493.950.0289——
SAISTPublish=CVPR’252026.0574.0298.4435.14——
ACMMethod Category=Deep Learning Methods2026.0373.8497.5276.3569.83—
ACMPublish=WACV’212026.0573.8497.5276.35——
UIUNetMethod Category=Deep Learning Methods2026.0373.8298.4919.3570.36—
SCTransNetPublication=TGRS’242026.0173.7998.2146.67——
SCTransNetType=CNN-Transformer, Publication=TGRS, 20242026.0173.7998.210.0047——
L2SKNetMethod Category=Deep Learning Methods2026.0373.4998.3543.0369.78—
L2SKNetPublication=TGRS’252026.0173.2697.9450.34——
L2SKNetType=CNN, Publication=TGRS, 20252026.0173.2697.940.005——
MSHNetMethod Category=Deep Learning Methods2026.0373.0694.22263.168.87—
AGPCNetPublish=TAES’232026.0572.8897.4538.33——
ABCPublication=ICME’232026.0172.8698.7656.64——
ABCType=CNN-Transformer, Publication=ICME, 20232026.0172.8698.760.0057——
AGPC-NetPublication=TAES,’232026.0172.7395.46128.73——
AGPC-NetType=CNN, Publication=TAES, 20232026.0172.7395.460.0129——
MSHNetPublication=CVPR’242026.0172.6496.5691.55——
MSHNetType=CNN, Publication=CVPR, 20242026.0172.6496.560.0092——
IRMambaPublish=AAAI’252026.0572.6397.5529.64——
RPCANetMethod Category=Deep Learning Methods2026.0372.697.66351.569.55—
RPCANetPublish=WACV’242026.0572.5498.2134.14——
ISNetPublish=CVPR’222026.0572.598.4128.61——
DNA-NetPublication=TIP’222026.0172.2798.3551.85——
DNA-NetType=CNN, Publication=TIP, 20222026.0172.2798.350.0052——
HCF-NetPublication=ICME’242026.0171.6997.3937.77——
HCF-NetType=CNN, Publication=ICME, 20242026.0171.6997.390.0038——
MTU-NetPublication=TGRS’232026.0171.5996.4237.57——
MTU-NetType=CNN-Transformer, Publication=TGRS, 20232026.0171.5996.420.0038——
RDIANPublication=TGRS’232026.0171.4598.07116.58——
RDIANType=CNN, Publication=TGRS, 20232026.0171.4598.070.0117——
UIU-NetPublication=TIP’222026.0170.6496.5663.47——
UIU-NetType=CNN, Publication=TIP, 20222026.0170.6496.560.0063——
IPIMethod Category=Low-rank and Sparse Decomposition Methods2026.0325.1676.2643.4134.64—
RIPTMethod Category=Low-rank and Sparse Decomposition Methods2026.0324.1378.5456.2433.98—
MPCMType=Local Contrast, Publication=PR, 20162026.0123.4694.220.0248——
GSWLCMMethod Category=Background Suppression Methods2026.0321.6269.4142.7119.85—
PSTNNMethod Category=Low-rank and Sparse Decomposition Methods2026.0319.1473.1461.5827.16—
PSTNNPublish=RS’192026.0519.1473.1461.58——
IPIType=Low Rank, Publication=TIP, 20132026.0119.0575.790.0101——
NWMTHMethod Category=Background Suppression Methods2026.0318.7162.7132.4616.74—
TLLCMMethod Category=Background Suppression Methods2026.0313.9677.4769.7116.8—
NOLCMethod Category=Low-rank and Sparse Decomposition Methods2026.0312.6774.6667.3120.87—
TophatType=Filtering, Publication=SPIE, 19932026.0112.4581.160.016——
FKRWMethod Category=Background Suppression Methods2026.0310.0572.4266.8716.56—
NRAMPublish=RS’182026.058.9771.4768.98——
ACM2026.07————98.34
ALCNet2026.07————99.09
DRPCANet2026.07————99.36
ISNet2026.07————84.36
LCPNet-62026.07————98.03
NRAM2026.07————77.94
PSTNN2026.07————50.69
RPCANet2026.07————99.09
RPCANet++2026.07————99.37
UIUNet2026.07————98.33