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README.md
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@@ -27,7 +27,22 @@ Why YOLOv11s?
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Efficiency: YOLO (You Only Look Once) models are known for their high-speed performance and accuracy, ideal for real-time applications.
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Versatility: YOLOv11s builds upon prior versions, improving object detection, handling small objects, and performing well under challenging visual conditions.
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Frugality: Optimized for computational efficiency, aligning with the sustainability goals of the Frugal AI Challenge.
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## Data Preprocessing:
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Fine-Tuning YOLOv11:
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Load a pre-trained YOLOv11s model as a starting point (transfer learning).
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Efficiency: YOLO (You Only Look Once) models are known for their high-speed performance and accuracy, ideal for real-time applications.
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Versatility: YOLOv11s builds upon prior versions, improving object detection, handling small objects, and performing well under challenging visual conditions.
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Frugality: Optimized for computational efficiency, aligning with the sustainability goals of the Frugal AI Challenge.
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### Requirelents:
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additional package:
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- ultralytics
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- torch
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- numpy
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Dockerfile had to be updated:
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```
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USER root
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RUN apt-get update && apt-get install -y libgl1
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# Switch to non-root user
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USER user
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```
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## Data Preprocessing:
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Fine-Tuning YOLOv11:
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Load a pre-trained YOLOv11s model as a starting point (transfer learning).
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