(更新了代码以使用新的Explorer类,并创建了嵌入表和相似图像数据框)
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1.py
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1.py
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from ultralytics import YOLO
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from ultralytics import YOLO,Explorer
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# Load a pre-trained YOLOv10n model
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model = YOLO("./yolov10x.pt")
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model.train(data="./dataset.yaml", epochs=3)
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# model = YOLO("./yolov10x.pt")
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explorer = Explorer(data="./dataset.yaml", model="yolov10x.pt")
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explorer.create_embeddings_table()
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similar_images_df = explorer.get_similar(img="./1.jpg")
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a=explorer.sql_query("WHERE labels LIKE '%person%' AND labels LIKE '%cake%' LIMIT 10")
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print(a)
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# model.train(data="./dataset.yaml", epochs=3)
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# Perform object detection on an image
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results = model("./1.jpg")
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# results = model("./1.jpg")
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# print(results)
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# Display the results
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results[0].show()
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# results[0].show()
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# results[0].save(filename="result.jpg") # save to disk 保存到磁盘
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result.jpg
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