Infrared Small Target Detection on NUAA-SIRST
97.1PrecisionPConv
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PConvVenue=AAAI’2025, Params=23.8, FLOPs=88.6, FPS=58.82026.02 | 97.1 | 89 | 92.9 | |
| SPIRITVenue=-, Params=32.2, FLOPs=63.7, FPS=60.12026.02 | 94.6 | 93.8 | 94.2 | |
| CCDNetCategory=DL-based IRSTD Methods, Publication Source=-2026.03 | 93.81 | 92.84 | 92.32 | |
| MSHNetCategory=DL-based IRSTD Methods, Publication Source=CVPR’242026.03 | 93.49 | 90.24 | 91.84 | |
| UIUNetVenue=TIP’2022, Params=53.1, FLOPs=456.7, FPS=3.62026.02 | 93.4 | 88.4 | 90.8 | |
| TY-RISTVenue=ICCV’2025, Params=2.03, FLOPs=37.4, FPS=123.12026.02 | 92.9 | 92.1 | 92.5 | |
| ISNetCategory=DL-based IRSTD Methods, Publication Source=CVPR’222026.03 | 92.81 | 88.84 | 90.78 | |
| DAGNetCategory=DL-based IRSTD Methods, Publication Source=TII’232026.03 | 90.82 | 86.69 | 88.71 | |
| FEDERCategory=Camouflage Detectors, Publication Source=CVPR’232026.03 | 90.33 | 87.78 | 89.04 | |
| RetinaNetCategory=General Detectors, Publication Source=TPMAI’202026.03 | 90.18 | 87.92 | 89.04 | |
| FCOSCategory=General Detectors, Publication Source=TPAMI’202026.03 | 90.03 | 84.32 | 87.08 | |
| ACMCategory=DL-based IRSTD Methods, Publication Source=WACV’212026.03 | 89.72 | 90.13 | 89.92 | |
| IRSAMVenue=ECCV’2024, Params=12.3, FLOPs=76.1, FPS=7.42026.02 | 89.4 | 88.7 | 89.1 | |
| SINetCategory=Camouflage Detectors, Publication Source=CVPR’202026.03 | 86.94 | 88.2 | 87.57 | |
| IRPruneDetCategory=DL-based IRSTD Methods, Publication Source=AAAI’242026.03 | 86.58 | 89.96 | 88.24 | |
| DNANetVenue=TIP’2022, Params=7.2, FLOPs=135.2, FPS=7.82026.02 | 84.7 | 83.6 | 84.1 | |
| ISNetVenue=CVPR’2022, Params=3.5, FLOPs=265.7, FPS=10.22026.02 | 82 | 84.7 | 83.4 | |
| Deformable DETRCategory=General Detectors, Publication Source=ICLR’212026.03 | 80.01 | 71.2 | 75.35 | |
| ACMVenue=WACV’2021, Params=3.0, FLOPs=24.7, FPS=29.12026.02 | 76.5 | 76.2 | 76.3 | |
| TSLSTIPTCategory=Traditional IRSTD Methods, Publication Source=TGRS’202026.03 | 75.28 | 77.31 | 76.28 | |
| PSTNNCategory=Traditional IRSTD Methods, Publication Source=RS’192026.03 | 63.48 | 72.51 | 67.7 | |
| DNGMCategory=Traditional IRSTD Methods, Publication Source=GRSL’202026.03 | 59.28 | 62.19 | 60.71 | |
| AGPCNetVenue=TAES’2023, Params=14.9, FLOPs=366.2, FPS=4.82026.02 | 39 | 81 | 52.7 |