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README.md

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@@ -16,13 +16,39 @@ Bubble Cleaner for manga using the YOLOv11-segmented model, optimized for faster
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![H-010_debug_grid2](https://github.com/user-attachments/assets/495a8bc0-008f-4a75-af25-1d49496bc9cc)
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## Training Model
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Training dilakukan di Google Colab menggunakan gpu T4, dengan epoch 200 (berhenti di epoch 54 karena tidak ada peningkatan).
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Confusion Matrix
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![confusion_matrix_normalized](https://github.com/user-attachments/assets/fb646197-fea5-424f-a9ce-723647460344)
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Sebaran Label/Dataset
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![labels](https://github.com/user-attachments/assets/eeb3ff40-4ae1-4225-a702-8219eaca8096)
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Hasil Akhir
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![results](https://github.com/user-attachments/assets/21c0772f-f297-474c-bfe7-bb2a1230a451)
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| iterasi epoch | train/box_loss | train/seg_loss | metrics/precision(B) | metrics/recall(B) | metrics/mAP50(B) | metrics/mAP50(M) |
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| :----: | :-----: | :-----: | :-----: | :-----: | :-----: | :-----: |
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| 54 | 0.2383 | 0.28144 | 0.86595 | 0.80737 | 0.82864 | 0.82972 |
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Untuk hasil iterasi epochs secara lengkap dapat melihat pada link ini: https://drive.google.com/file/d/1lJIBTGtpXOicD8E6ZnQcW2NUkYRSgfY4/view?usp=drive_link
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## To-Do List
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- Increase Dataset Variations
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- Improve Post-processing, especially for joined bubble
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## Run Locally
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Clone the project
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```bash
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git clone https://github.com/faralha/bubble-cleaner.git
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git clone https://github.com/faralha/Bubble-Cleaner.git
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```
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Go to the project directory
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