Semantic Segmentation on RADIal (test)
79.34mIoUAdaptive compression (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Adaptive compression (Ours)Bit=4, Prune ratio=12.57x, Bit rate [bpp]=0.32, Comp. ratio=101x, Backbone=FFTRadNet2026.03 | 79.34 | — | — | |
| AdaRadarHyperparameters=sFxP = 4-bit2026.03 | 79.34 | 0.32 | 100.5 | |
| Uncompressed baselineBit=32, Prune ratio=-, Bit rate [bpp]=32, Comp. ratio=1x, Backbone=FFTRadNet2026.03 | 75.97 | — | — | |
| BaselineHyperparameters=-2026.03 | 75.97 | 32 | 1 | |
| AEHyperparameters=λή = 1.0 · 10−32026.03 | 75.45 | 1.66 | 19.2 | |
| GumbelHyperparameters=λs = 0.032026.03 | 75.17 | 13.86 | 2.3 | |
| AEHyperparameters=λή = 3.3 · 10−42026.03 | 74.42 | 1.07 | 29.75 | |
| GumbelHyperparameters=λs = 0.12026.03 | 73.59 | 8.98 | 3.6 | |
| AEHyperparameters=λή = 1.0 · 10−42026.03 | 70.8 | 0.59 | 54.1 | |
| GumbelHyperparameters=λs = 0.32026.03 | 70.4 | 6.68 | 4.75 | |
| H.264Hyperparameters=crf = 02026.03 | 66.48 | 7.8 | 4.08 | |
| H.264Hyperparameters=crf = 102026.03 | 66.43 | 5.4 | 5.91 | |
| H.264Hyperparameters=crf = 202026.03 | 66.26 | 3.6 | 8.87 | |
| CFARHyperparameters=thd = 10^0.052026.03 | 61.1 | 7.68 | 4.17 | |
| AEHyperparameters=λή = 3.3 · 10−52026.03 | 61.04 | 0.27 | 117.1 | |
| GumbelHyperparameters=λs = 1.02026.03 | 57.57 | 2.83 | 11.3 | |
| CFARHyperparameters=thd = 10^0.22026.03 | 55.72 | 5.56 | 5.76 | |
| Index-valueBit=32, Prune ratio=12x, Bit rate [bpp]=2.67, Comp. ratio=12x, Backbone=FFTRadNet2026.03 | 49.86 | — | — | |
| CFARHyperparameters=thd = 10^0.52026.03 | 47.13 | 2.29 | 14 |