Infrared small-target unmixing on CSIST100K
51.02CSO-mAPISTA-Net+
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ISTA-Net+Params=0.38 M, FLOPs=7.70 G2026.03 | 51.02 | 100 | 13.7 | 52.7 | 90.4 | 93.7 | |
| DCSCNetParams=6.23M, FLOPs=40.70 G2026.03 | 46.36 | 44 | 7.93 | 41.5 | 85.4 | 96.54 | |
| ISTA-Net++Params=0.337 M, FLOPs=24.33 G2026.03 | 46.06 | 42 | 7.66 | 41.58 | 84.46 | 96.17 | |
| SRFBNParams=0.373 M, FLOPs=3.217 G2026.03 | 46.05 | 43 | 8.31 | 42.83 | 83.72 | 94.95 | |
| DISTANetParams=2.179 M, FLOPs=35.10 G2026.03 | 45.94 | 38 | 7.54 | 41.26 | 84.03 | 96.35 | |
| RDNParams=22.31 M, FLOPs=173 G2026.03 | 45.81 | 35 | 7.11 | 41.07 | 84.07 | 96.43 | |
| ACTNetParams=46.323 M, FLOPs=62.80 G2026.03 | 45.61 | 38 | 7.46 | 41.13 | 83.12 | 95.95 | |
| EDSRParams=1.552 M, FLOPs=12.04 G2026.03 | 45.32 | 33 | 7.07 | 40.58 | 83.24 | 95.41 | |
| ISTA-NetParams=0.171 M, FLOPs=12.77 G2026.03 | 45.16 | 41 | 7.71 | 40.57 | 82.58 | 94.53 | |
| CTNetParams=0.400 M, FLOPs=2.756 G2026.03 | 45.11 | 38 | 7.53 | 40.39 | 82.11 | 95.14 | |
| HiT-SNGParams=0.952M, FLOPs=13.324G2026.03 | 45.01 | 39 | 7.34 | 40.19 | 81.98 | 95.17 | |
| HiT-SRFParams=0.844M, FLOPs=7.945G2026.03 | 44.71 | 40 | 7.71 | 40.03 | 80.94 | 94.49 | |
| FISTA-NetParams=0.074 M, FLOPs=18.96 G2026.03 | 44.66 | 41 | 7.58 | 39.74 | 81.24 | 94.19 | |
| DCTLISAParams=0.865 M, FLOPs=13.69 G2026.03 | 44.51 | 39 | 7.35 | 39.35 | 81.15 | 94.34 | |
| HIT-SIRParams=0.769 M, FLOPs=7.357G2026.03 | 44.51 | 40 | 7.16 | 39.55 | 80.94 | 94.5 | |
| LISTAParams=21.10 M, FLOPs=1.358 G2026.03 | 30.13 | 25 | — | 22.29 | 51.18 | 72.8 | |
| SRCNNParams=0.019 M, FLOPs=1.345 G2026.03 | 29.06 | 23 | 4.1 | 21.65 | 49.95 | 69.39 | |
| TiLISTAParams=2.126 M, FLOPs=0.278G2026.03 | 14.95 | 6 | 1.23 | 7.72 | 22.5 | 46.23 | |
| LAMPParams=2.13 M, FLOPs=0.278 G2026.03 | 14.22 | 5 | 1.11 | 7.31 | 21.56 | 41.06 | |
| LIHTParams=21.10 M, FLOPs=1.358 G2026.03 | 10.35 | 6 | 0.92 | 4.99 | 14.74 | 30.5 | |
| ISTA2026.03 | 7.46 | 1 | 0.31 | 2.39 | 9.46 | 25.14 |