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| library_name: pytorch |
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| YOLOv8 is a versatile computer vision model from Ultralytics designed to support a broad range of vision tasks, including object detection, image classification, instance segmentation, pose estimation, and oriented object detection, with an emphasis on accuracy, speed, and ease of deployment. |
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| Original Reference: [Ultralytics YOLOv8 — Official YOLOv8 documentation](https://docs.ultralytics.com/models/yolov8/) |
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| # YOLOv8s |
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| This model uses the YOLOv8-Small(YOLOv8s) variant for object detection, providing a lightweight configuration optimized for low-latency inference and small memory footprint. It is well suited for real-time object detection in applications such as automotive perception, surveillance, robotics, industrial inspection, and edge video analytics. |
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| Model Configuration: |
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| - Reference implementation: [Ultralytics forked by Ambarella](https://github.com/Ambarella-Inc/ultralytics) |
| - Original Weight: [YOLOv8s_Weights.COCO2017](https://github.com/ultralytics/assets/releases/download/v8.2.0/yolov8s.pt) |
| - Dataset: [COCO](https://cocodataset.org/#home) |
| - Resolution: 3x640x640 |
| - Support Cooper version: |
| - Cooper SDK: [2.5.4] |
| - Cooper Foundry: [2.3] |
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| | Model | Device | compression | Model Link | |
| | :-----: | :-----: | :-----: | ------- | |
| | YOLOv8s | N1-655 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/n1-655_yolov8_s_det_amba_optimized.bin) | |
| | YOLOv8s | N1-655 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/n1-655_yolov8_s_det_act16.bin) | |
| | YOLOv8s | X7 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/x7_yolov8_s_det_amba_optimized.bin) | |
| | YOLOv8s | X7 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/x7_yolov8_s_det_act16.bin) | |
| | YOLOv8s | CV7 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/cv7_yolov8_s_det_amba_optimized.bin) | |
| | YOLOv8s | CV7 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/cv7_yolov8_s_det_act16.bin) | |
| | YOLOv8s | CV72 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/cv72_yolov8_s_det_amba_optimized.bin) | |
| | YOLOv8s | CV72 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/cv72_yolov8_s_det_act16.bin) | |
| | YOLOv8s | CV75 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/cv75_yolov8_s_det_amba_optimized.bin) | |
| | YOLOv8s | CV75 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/YOLOV8/blob/main/cv75_yolov8_s_det_act16.bin) | |
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