README.md

metadata

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For Panoramic X-ray images (XXX visual experts)

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

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

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

"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

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"),
}

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

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

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)
]