feat: update experiment data
Browse files
README.md
CHANGED
@@ -142,24 +142,25 @@ 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 | Pretrained |
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| :-: | :-: | :-: | :-: | :-: | :-: | :-: | :-: | :-: |
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| ResNet-18 | β |
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| ResNet-18 | β |
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| ResNet-18 | β |
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| ResNet-18 |
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| ResNet-18 | β |
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| ResNet-18 | β |
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| ResNet-18 | β |
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| ResNet-18 | β |
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| ResNet-18 | β |
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| ResNet-34 | β |
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| ResNet-50 | β |
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| ResNet-18 | β
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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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* <sup>3</sup> Color Jitter + Random Crop
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* <sup>4</sup> Initial version of synthesized dataset
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## Related works and Resources
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On our synthesized dataset,
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| Backbone | Data Aug | Pretrained | Crop<br>Text<br>BBox | Output<br>Norm | Input Size | Hyper<br>Param | Accur | Commit | Dataset |
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| :-: | :-: | :-: | :-: | :-: | :-: | :-: | :-: | :-: | :-: |
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| ResNet-18 | β | β | β | Sigmoid | 512x512 | I<sup>1</sup> | 18.58% | 5c43f60 | I<sup>4</sup> |
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| ResNet-18 | β | β | β | Sigmoid | 512x512 | II<sup>2</sup> | 14.39% | 5a85fd3 | I |
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| ResNet-18 | β | β | β | Tanh | 512x512 | II | 16.24% | ff82fe6 | I |
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| ResNet-18 | β
<sup>3</sup> | β | β | Tanh | 512x512 | II | 27.71% | a976004 | I |
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| ResNet-18 | β
| β | β | Tanh | 512x512 | I | 29.95% | 8364103 | I |
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| ResNet-18 | β
| β | β | Sigmoid | 512x512 | I | 29.37% [Early stop] | 8d2e833 | I |
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| ResNet-18 | β
| β | β | Sigmoid | 416x416 | I | [Lower Trend] | d5a3215 | I |
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| ResNet-18 | β
| β | β | Sigmoid | 320x320 | I | [Lower Trend] | afcdd80 | I |
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| ResNet-18 | β
| β | β | Sigmoid | 224x224 | I | [Lower Trend] | 8b9de80 | I |
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| ResNet-34 | β
| β | β | Sigmoid | 512x512 | I | 32.03% | 912d566 | I |
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| ResNet-50 | β
| β | β | Sigmoid | 512x512 | I | 34.21% | e980b66 | I |
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| ResNet-18 | β
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| β | Sigmoid | 512x512 | I | 31.24% | 416c7bb | I |
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| ResNet-18 | β
| β
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| Sigmoid | 512x512 | I | 34.69% | 855e240 | 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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+
* <sup>3</sup> Color Jitter + Random Crop
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* <sup>4</sup> Initial version of synthesized dataset
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## Related works and Resources
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