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Rename: Readme.md
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파일 내 class_box 수정
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GeonHyeock committed Dec 9, 2022
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<img width="150%" src="./image/sample.png"/>

|Class|Box|Class|Box|Class|Box|Class|Box|Class|Box|
|:---|:---|:---|:---|:---|:---|:---|:---|:---|:---|
|General_trash|<span style="background-color:rgb(255,0,0)">   </span>|Paper|<span style="background-color:rgb(255, 128, 0)">   </span>|Paper_pack|<span style="background-color:rgb(255, 255, 0)">   </span>|Metal|<span style="background-color:rgb(128, 255, 0)">   </span>|Glass|<span style="background-color:rgb(0, 255, 255)">   </span>|
|Plastic|<span style="background-color:rgb(0, 128, 255)">   </span>|Styrofoam|<span style="background-color:rgb(0, 0, 255)">   </span>|Plastic_bag|<span style="background-color:rgb(127, 0, 255)">   </span>|Battery|<span style="background-color:rgb(255, 0, 255)">   </span>|Clothing|<span style="background-color:rgb(128, 128, 128)">   </span>|
<img width="200%" src="./image/class_box.png"/>
***

## Team role
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| :---: | :---: | :---: | :---: | :---: |
| VariFocalNet | 52.8 | 50.6 | 7h 00m 7s | 102s |
| TOOD | 48.5 | 42.3 | 6h 35m 59s | 136s |
| Deformable-DETR | 42.1 | | 13h 39m 15s | 98s |
| Cascade-RCNN | 48.9 | | 1h 43m 11s | 75s |
| Deformable-DETR | 42.1 | - | 13h 39m 15s | 98s |
| Cascade-RCNN | 48.9 | - | 1h 43m 11s | 75s |

### Backbone

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**Model type: Cascade RCNN**

| Backbone | mAP50 (val) | mAP50 (LB) | Training Time | Inference Time(validation) |
| --- | --- | --- | --- | --- |
| ResNeSt | 52.6 | | 3h 10m 2s | 161s |
| ResNet strikes back | 52.5 | | 1h 42m 3s | 66s |
| Swin-tiny | 51.9 | | 2h 54m 1s | 112s |
| ConvNeXt-tiny | 50.3 | | 2h 30m 2s | 103s |
| PVT | 56.1 | | 3h 34m 46s | 152s |
| :---: | :---: | :---: | :---: | :---: |
| ResNeSt | 52.6 | - | 3h 10m 2s | 161s |
| ResNet strikes back | 52.5 | - | 1h 42m 3s | 66s |
| Swin-tiny | 51.9 | - | 2h 54m 1s | 112s |
| ConvNeXt-tiny | 50.3 | - | 2h 30m 2s | 103s |
| PVT | 56.1 | - | 3h 34m 46s | 152s |

### Augmentation

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- **Multi-scale TestTimeAugmentation** 적용 (512, 512) ~ (1024, 1024)까지 (128, 128) 씩 증가시켜 적용

| | LB Score | Inference Time |
| --- | --- | --- |
| :---: | :---: | :---: |
| Swin-Large without multi-scale TTA | 0.6132 | 2225s |
| Swin-Large with multi-scale TTA | 0.6317 | 6901s |

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