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wfnian / SGT

《SGT: A Generalized Processing Model for 1-D Remote Sensing Signal Classification》
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some pics #2

Open wfnian opened 1 year ago

wfnian commented 1 year ago

SGT shift Grad patch_split_2

音频分类 mag_signal

wfnian commented 1 year ago

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Method |   | throughput (10³items/s) -- | -- | -- Acc | detect | MR | FAR TextCNN | 50.29 | 0.00 | 100.00 | 0.00 | 41.60 TextCNN‡ | 87.88 | 84.88 | 15.12 | 9.17 | 11.80 ResNet1D | 49.71 | 100.00 | 0.00 | 100.00 | 9.80 ResNet1D‡ | 96.88 | 96.41 | 3.59 | 2.65 | 6.50 MLP-Mixer | 89.43 | 88.82 | 11.18 | 9.96 | 2.60 MLP-Mixer‡ | 91.81 | 91.81 | 8.19 | 8.19 | 0.40 ViT1D | 50.29 | 0.00 | 100.00 | 0.00 | 16.00 ViT2D | 93.25 | 90.90 | 9.10 | 4.44 | 0.40 Swin-T | 93.42 | 91.61 | 8.39 | 4.80 | 0.10 EffNet-B3 | 93.70 | 90.94 | 9.06 | 3.58 | 0.10 TF-CNN | 96.88 | 95.38 | 4.62 | 1.64 | 0.50 ResNet50 | 97.43 | 96.65 | 3.35 | 1.80 | 0.10 SGT | 99.01 | 98.71 | 1.29 | 0.70 | 2.80