commit 08f5e6e36d9568be3b58923dc2b14a6d6df4ddf4 Author: thanhhn Date: Sun Oct 11 10:00:59 2026 +0100 first commit diff --git a/README.md b/README.md new file mode 100644 index 0000000..e69de29 diff --git a/cv-model/main.py b/cv-model/main.py new file mode 100644 index 0000000..3fd4910 --- /dev/null +++ b/cv-model/main.py @@ -0,0 +1,42 @@ +import torch +from torchvision.models.detection import ( + fasterrcnn_resnet50_fpn, + FasterRCNN_ResNet50_FPN_Weights +) +from PIL import Image +import torchvision.transforms as T + +# Load pretrained model +weights = FasterRCNN_ResNet50_FPN_Weights.DEFAULT +model = fasterrcnn_resnet50_fpn(weights=weights) + +model.eval() + +# Load image +image = Image.open("image.jpg").convert("RGB") + +# Convert image to tensor +transform = T.ToTensor() +image_tensor = transform(image) + +# Run detection +with torch.no_grad(): + predictions = model([image_tensor]) + +prediction = predictions[0] + +# COCO class names +categories = weights.meta["categories"] + +# Print detected objects +for box, label, score in zip( + prediction["boxes"], + prediction["labels"], + prediction["scores"] +): + if score > 0.5: + print( + f"{categories[label]}: " + f"{score:.2f}, " + f"box={box.tolist()}" + ) \ No newline at end of file diff --git a/database/data/Acid_rot/IMG_19074966.JPG b/database/data/Acid_rot/IMG_19074966.JPG new file mode 100644 index 0000000..2c8c44d Binary files /dev/null and b/database/data/Acid_rot/IMG_19074966.JPG differ diff --git a/database/data/Acid_rot/IMG_19074967.JPG b/database/data/Acid_rot/IMG_19074967.JPG new file mode 100644 index 0000000..c95230f Binary files /dev/null and b/database/data/Acid_rot/IMG_19074967.JPG differ diff --git a/database/data/Acid_rot/IMG_19074968.JPG b/database/data/Acid_rot/IMG_19074968.JPG new file mode 100644 index 0000000..0ae7e9a Binary files /dev/null and b/database/data/Acid_rot/IMG_19074968.JPG differ diff --git a/database/data/Acid_rot/IMG_19074969.JPG b/database/data/Acid_rot/IMG_19074969.JPG new 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CREATE TABLE IF NOT EXISTS image ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + file_name TEXT NOT NULL, + tag TEXT NOT NULL + ) + """) + + conn.commit() + conn.close() + + def add_entry(self, entry_file_name, entry_tag): + """Add new entry""" + conn = self.connect() + + try: + conn.execute(""" + INSERT INTO image (file_name, tag) + VALUES (?,?) + """,(entry_file_name, entry_tag)) + + conn.commit() + + except sqlite3.IntegrityError as e: + print(f"Database error: {e}") + + finally: conn.close() + + def get_all_entry(self): + """Get all entry.""" + conn = self.connect() + + cursor = conn.execute(""" + SELECT id, file_name, tag + FROM image + """) + + all_entry = cursor.fetchall() + + conn.close() + + return all_entry + + def get_entry(self, entry_id): + """Get an existing entry""" + conn = self.connect() + + cursor = conn.execute(""" + SELECT id, file_name,tag + FROM image + WHERE id = ? + """, (entry_id,)) + + entry = cursor.fetchone() + + conn.close() + + return entry + + def update_entry(self, entry_id, entry_file_name, entry_tag): + """Update an existing entry""" + conn = self.connect() + + conn.execute(""" + UPDATE image + SET file_name = ?, tag = ? + WHERE id = ? + """, (entry_file_name, entry_tag, entry_id)) + + conn.commit() + conn.close() + + def delete_entry(self, entry_id): + """Delete an entry""" + conn = self.connect() + conn.execute(""" + DELETE FROM image + WHERE id = ? + """, (entry_id,)) + + conn.commit() + conn.close() + def test(self): + print() + +def scan_folder(db:sql_database, dataset_path): + for folder in dataset_path.iterdir(): + + if not folder.is_dir(): + continue + + tag = folder.name + for file_path in folder.iterdir(): + db.add_entry(entry_file_name=str(file_path), + entry_tag=tag) +if __name__ == "__main__": + grape_db = sql_database("grape.db") + + grape_db.create_table() + + dataset_path = Path("database/data") + + scan_folder(grape_db, dataset_path) + + \ No newline at end of file diff --git a/grape.db b/grape.db new file mode 100644 index 0000000..0c1a4f4 Binary files /dev/null and b/grape.db differ diff --git a/requirement.txt b/requirement.txt new file mode 100644 index 0000000..1f8f422 --- /dev/null +++ b/requirement.txt @@ -0,0 +1,9 @@ +numpy +sql +torch==2.8.0 +torchvision==0.23.0 +ultralytics==8.3.0 +opencv-python +Pillow==11.3.0 +matplotlib==3.10.3 +PyYAML==6.0.2 \ No newline at end of file