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library_name: pytorch
---

![yolov8_logo](resource/YOLOv8.png)

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.

Original Reference: [Ultralytics YOLOv8 — Official YOLOv8 documentation](https://docs.ultralytics.com/models/yolov8/)

# YOLOv8s

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.

Model Configuration:

- 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]

| 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) |