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| # For Panoramic X-ray images (XXX visual experts) |
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| <!-- Provide a quick summary of what the model is/does. --> |
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| Some teeth visual experts models, including detection and instance segmentation ability. |
|
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| 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"), |
| |
| ``` |
|
|
|
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| 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" |
| } |
| ] |
| ``` |
| |
| 4. Model: Teeth_Visual_Experts_Maskdino_Swinl_panoramic_x-ray_4quadrants.pth |
| |
| Config: maskdino_SwinL_bs16_50ep_4s_dowsample1_2048_panoramic_x-ray_4quadrants.yaml |
|
|
| ```python |
| COCO_CATEGORIES = [ |
| {"color": [220, 20, 60], "isthing": 1, "id": 0, "name": "2"}, |
| {"color": [119, 11, 32], "isthing": 1, "id": 1, "name": "1"}, |
| {"color": [0, 0, 142], "isthing": 1, "id": 2, "name": "3"}, |
| {"color": [0, 0, 230], "isthing": 1, "id": 3, "name": "4"}, |
| ] |
| |
| "panoramic_x-ray_4quadrants_train": ("panoramic_x-ray_4quadrants/train2017/", "panoramic_x-ray_4quadrants/annotations/instances_train2017.json"), |
| "panoramic_x-ray_4quadrants_val": ("panoramic_x-ray_4quadrants/val2017/", "panoramic_x-ray_4quadrants/annotations/instances_val2017.json"), |
| } |
| ``` |
|
|
| 5. Model: Teeth_Visual_Experts_DINO_SwinL_5scale_panoramic_x-ray_32ToothID.pth |
| |
| Config: DINO_5scale_swinL_panoramic_x-ray_32ToothID.py |
| |
| ```python |
| "categories": [ |
| { |
| "id": 1, |
| "name": "11", |
| "supercategory": "none" |
| }, |
| { |
| "id": 2, |
| "name": "21", |
| "supercategory": "none" |
| }, |
| { |
| "id": 3, |
| "name": "22", |
| "supercategory": "none" |
| }, |
| { |
| "id": 4, |
| "name": "23", |
| "supercategory": "none" |
| }, |
| { |
| "id": 5, |
| "name": "12", |
| "supercategory": "none" |
| }, |
| { |
| "id": 6, |
| "name": "13", |
| "supercategory": "none" |
| }, |
| { |
| "id": 7, |
| "name": "15", |
| "supercategory": "none" |
| }, |
| { |
| "id": 8, |
| "name": "17", |
| "supercategory": "none" |
| }, |
| { |
| "id": 9, |
| "name": "27", |
| "supercategory": "none" |
| }, |
| { |
| "id": 10, |
| "name": "28", |
| "supercategory": "none" |
| }, |
| { |
| "id": 11, |
| "name": "38", |
| "supercategory": "none" |
| }, |
| { |
| "id": 12, |
| "name": "36", |
| "supercategory": "none" |
| }, |
| { |
| "id": 13, |
| "name": "34", |
| "supercategory": "none" |
| }, |
| { |
| "id": 14, |
| "name": "33", |
| "supercategory": "none" |
| }, |
| { |
| "id": 15, |
| "name": "32", |
| "supercategory": "none" |
| }, |
| { |
| "id": 16, |
| "name": "31", |
| "supercategory": "none" |
| }, |
| { |
| "id": 17, |
| "name": "41", |
| "supercategory": "none" |
| }, |
| { |
| "id": 18, |
| "name": "43", |
| "supercategory": "none" |
| }, |
| { |
| "id": 19, |
| "name": "44", |
| "supercategory": "none" |
| }, |
| { |
| "id": 20, |
| "name": "45", |
| "supercategory": "none" |
| }, |
| { |
| "id": 21, |
| "name": "48", |
| "supercategory": "none" |
| }, |
| { |
| "id": 22, |
| "name": "18", |
| "supercategory": "none" |
| }, |
| { |
| "id": 23, |
| "name": "16", |
| "supercategory": "none" |
| }, |
| { |
| "id": 24, |
| "name": "42", |
| "supercategory": "none" |
| }, |
| { |
| "id": 25, |
| "name": "35", |
| "supercategory": "none" |
| }, |
| { |
| "id": 26, |
| "name": "47", |
| "supercategory": "none" |
| }, |
| { |
| "id": 27, |
| "name": "24", |
| "supercategory": "none" |
| }, |
| { |
| "id": 28, |
| "name": "25", |
| "supercategory": "none" |
| }, |
| { |
| "id": 29, |
| "name": "14", |
| "supercategory": "none" |
| }, |
| { |
| "id": 30, |
| "name": "26", |
| "supercategory": "none" |
| }, |
| { |
| "id": 31, |
| "name": "37", |
| "supercategory": "none" |
| }, |
| { |
| "id": 32, |
| "name": "46", |
| "supercategory": "none" |
| } |
| ] |
| ``` |
| |
| 6. Model: Teeth_Visual_Experts_Maskdino_Swinl_panoramic_x-ray_Mandibular_Canal_Maxillary_Sinus.pth |
| |
| Config: maskdino_Swinl_bs16_50ep_4s_dowsample1_2048_panoramic_x-ray_Mandibular_Canal_Maxillary_Sinus.yaml |
| |
| ```python |
| COCO_CATEGORIES = [ |
| {"color": [220, 20, 60], "isthing": 1, "id": 5, "name": "Mandibular Canal"}, |
| {"color": [119, 11, 32], "isthing": 1, "id": 11, "name": "maxillary sinus"}, |
| ] |
| |
| "panoramic_x-ray_Mandibular_Canal_Maxillary_Sinus": ("Mandibular_Canal_Maxillary_Sinus/images/", "Mandibular_Canal_Maxillary_Sinus/Mandibular_Canal_Maxillary_Sinus_train.json"), |
| } |
| ``` |
| |
| |
| # For Periapical X-ray images (Two visual experts) |
| |
| 1. Model: Teeth_Visual_Experts_Maskdino_Swinl_periapical_images_6diseases.pth |
| |
| Config: maskdino_SwinL_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"), |
| |
| ``` |
| |
| 2. Model: Teeth_Visual_Experts_ViT_L_periapical_images_cls_7diseases.bin |
| |
| Github: https://github.com/jeonsworld/ViT-pytorch |
| |
| ```python |
| CATEGORIES = [ |
| "Pulpitis" (牙髓炎), |
| "Impacted tooth" (阻生齿), |
| "Apical periodontitis" (根尖周炎), |
| "Bone loss" (骨质流失), |
| "Alternation between primary and permanent teeth" (乳恒牙交替期), |
| "Caries" (龋齿), |
| "Periodontitis", (牙周炎) |
| ] |
| |
| ``` |
