| | --- |
| | |
| | |
| | {} |
| | --- |
| | |
| | # For Panoramic X-ray images |
| |
|
| | <!-- Provide a quick summary of what the model is/does. --> |
| |
|
| | Some teeth visual experts models, including detection and instance segmentation ability. |
| |
|
| | 1. Model: Teeth_Visual_Experts_Maskdino_Swinl_x-ray_bone_loss_1disease.pth |
| |
|
| | Config: maskdino_SwinL_bs16_50ep_4s_dowsample1_2048_x-ray_bone_loss_1diseases.yaml |
| | |
| | ```python |
| | COCO_CATEGORIES = [ |
| | {"color": [220, 20, 60], "isthing": 1, "id": 0, "name": "bone_loss"}, |
| | ] |
| | |
| | "bone_loss_1classes_train": ("bone_loss/images", "bone_loss/instances_train2017.json"), |
| | "bone_loss_1classes_val": ("bone_loss/images", "bone_loss/instances_val2017.json"), |
| | |
| | ``` |
| |
|
| |
|
| | 2. Model: Teeth_Visual_Experts_Maskdino_Swinl_x-ray_11diseases.pth |
| | |
| | Config: maskdino_SwinL_bs16_50ep_4s_dowsample1_2048_x-ray_11diseases.yaml |
| |
|
| | ```python |
| | COCO_CATEGORIES = [ |
| | {"color": [220, 20, 60], "isthing": 1, "id": 1, "name": "Caries"}, |
| | {"color": [119, 11, 32], "isthing": 1, "id": 2, "name": "Crown"}, |
| | {"color": [0, 0, 142], "isthing": 1, "id": 3, "name": "Filling"}, |
| | {"color": [0, 0, 230], "isthing": 1, "id": 4, "name": "Implant"}, |
| | {"color": [106, 0, 228], "isthing": 1, "id": 5, "name": "Mandibular Canal"}, |
| | {"color": [0, 60, 100], "isthing": 1, "id": 6, "name": "Missing teeth"}, |
| | {"color": [0, 80, 100], "isthing": 1, "id": 7, "name": "Periapical lesion"}, |
| | {"color": [0, 0, 70], "isthing": 1, "id": 8, "name": "Root Canal Treatment"}, |
| | {"color": [0, 0, 192], "isthing": 1, "id": 9, "name": "Root Piece"}, |
| | {"color": [250, 170, 30], "isthing": 1, "id": 10, "name": "impacted tooth"}, |
| | {"color": [100, 170, 30], "isthing": 1, "id": 11, "name": "maxillary sinus"}, |
| | ] |
| | |
| | "x-ray-11classes": ("x-ray-11classes/images", "x-ray-11classes/annotations_coco.json"), |
| | |
| | ``` |
| |
|
| | 3. Model: Teeth_Visual_Experts_DINO_r50_5scale_x-ray_periapical_lesions_3classes.pth |
| | |
| | Config: DINO_ r50_5scale_x-ray_periapical_lesions_3classes.py |
| | |
| | ```python |
| | "categories": [ |
| | { |
| | "id": 1, |
| | "name": "Granuloma", |
| | "supercategory": "genjianzhouyan_rouyazhong" |
| | }, |
| | { |
| | "id": 2, |
| | "name": "Cyst", |
| | "supercategory": "genjianzhouyan_nangzhong" |
| | }, |
| | { |
| | "id": 3, |
| | "name": "Abscess", |
| | "supercategory": "genjianzhouyan_nongzhong" |
| | } |
| | ] |
| | ``` |
| | |
| |
|
| |
|
| | # For Periapical X-ray images |
| |
|
| | 2. Model: xxx.pth |
| | |
| | Config: maskdino_R50_bs16_50ep_4s_dowsample1_2048_periapical_x-ray_6diseases.yaml |
| | |
| | ```python |
| | COCO_CATEGORIES = [ |
| | {"color": [220, 20, 60], "isthing": 1, "id": 1, "name": "Crown"}, |
| | {"color": [119, 11, 32], "isthing": 1, "id": 2, "name": "Deep_Caries"}, |
| | {"color": [0, 0, 142], "isthing": 1, "id": 3, "name": "RCT"}, |
| | {"color": [0, 0, 230], "isthing": 1, "id": 4, "name": "Restoration"}, |
| | {"color": [106, 0, 228], "isthing": 1, "id": 5, "name": "Caries"}, |
| | {"color": [0, 60, 100], "isthing": 1, "id": 6, "name": "Normal"}, |
| | ] |
| | |
| | "periapical_x-ray_6diseases": ("periapical_x-ray_6diseases/images", "periapical_x-ray_6diseases/output_coco.json"), |
| | |
| | ``` |
| | |