feat: update experiments
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README.md
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@@ -142,18 +142,20 @@ Some fonts are problematic during the generation process. The script has an manu
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On our synthesized dataset,
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| Backbone | Output Normalization | Data Aug | Input Size | Hyper Param | Accur | Commit | Dataset |
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| :-: | :-: | :-: | :-: | :-: | :-: | :-: | :-: |
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| ResNet-18 | Sigmoid | ❌ | 512x512 | I<sup>1</sup> | 18.58% | 5c43f60 | I<sup>4</sup> |
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| ResNet-18 | Sigmoid | ❌ | 512x512 | II<sup>2</sup> | 14.39% | 5a85fd3 | I |
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| ResNet-18 | Tanh | ❌ | 512x512 | II | 16.24% | ff82fe6 | I |
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| ResNet-18 | Tanh | ✅<sup>3</sup> | 512x512 | II | 27.71% | a976004 | I |
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| ResNet-18 | Tanh | ✅ | 512x512 | I | 29.95% | 8364103 | I |
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| ResNet-18 | Sigmoid | ✅ | 512x512 | I | 29.37% [Early stop] | 8d2e833 | I |
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| ResNet-18 | Sigmoid | ✅ | 416x416 | I | [Lower Trend] | d5a3215 | I |
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| ResNet-18 | Sigmoid | ✅ | 320x320 | I | [Lower Trend] | afcdd80 | I |
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| ResNet-18 | Sigmoid | ✅ | 224x224 | I | [Lower Trend] | 8b9de80 | I |
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| ResNet-34 | Sigmoid | ✅ | 512x512 | I | 32.03% | 912d566 | I |
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* <sup>1</sup> `learning rate = 0.0001, lambda = (2, 0.5, 1)`
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* <sup>2</sup> `learning rate = 0.00005, lambda = (4, 0.5, 1)`
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On our synthesized dataset,
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| Backbone | Pretrained | Output Normalization | Data Aug | Input Size | Hyper Param | Accur | Commit | Dataset |
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| :-: | :-: | :-: | :-: | :-: | :-: | :-: | :-: | :-: |
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| ResNet-18 | ❌ | Sigmoid | ❌ | 512x512 | I<sup>1</sup> | 18.58% | 5c43f60 | I<sup>4</sup> |
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| ResNet-18 | ❌ | Sigmoid | ❌ | 512x512 | II<sup>2</sup> | 14.39% | 5a85fd3 | I |
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| ResNet-18 | ❌ | Tanh | ❌ | 512x512 | II | 16.24% | ff82fe6 | I |
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| ResNet-18 | ❌ | Tanh | ✅<sup>3</sup> | 512x512 | II | 27.71% | a976004 | I |
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| ResNet-18 | ❌ | Tanh | ✅ | 512x512 | I | 29.95% | 8364103 | I |
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| ResNet-18 | ❌ | Sigmoid | ✅ | 512x512 | I | 29.37% [Early stop] | 8d2e833 | I |
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| ResNet-18 | ❌ | Sigmoid | ✅ | 416x416 | I | [Lower Trend] | d5a3215 | I |
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| ResNet-18 | ❌ | Sigmoid | ✅ | 320x320 | I | [Lower Trend] | afcdd80 | I |
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| ResNet-18 | ❌ | Sigmoid | ✅ | 224x224 | I | [Lower Trend] | 8b9de80 | I |
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| ResNet-34 | ❌ | Sigmoid | ✅ | 512x512 | I | 32.03% | 912d566 | I |
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| ResNet-50 | ❌ | Sigmoid | ✅ | 512x512 | I | 34.21% | e980b66 | I |
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| ResNet-18 | ✅ | Sigmoid | ✅ | 512x512 | I | 34.21% | 416c7bb | I |
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* <sup>1</sup> `learning rate = 0.0001, lambda = (2, 0.5, 1)`
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* <sup>2</sup> `learning rate = 0.00005, lambda = (4, 0.5, 1)`
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