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products:sbc:vim4:npu:demos:yolov7-tiny [2024/12/03 01:56] louis |
products:sbc:vim4:npu:demos:yolov7-tiny [2025/06/12 05:39] (current) louis |
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{{indexmenu_n> | {{indexmenu_n> | ||
+ | |||
+ | ===== Introduction ===== | ||
+ | |||
+ | YOLOv7-Tiny is an object detection model. It uses bounding boxes to precisely draw each object in image. | ||
+ | |||
+ | Inference results on VIM4. | ||
+ | |||
+ | {{: | ||
+ | |||
+ | **Inference speed test**: USB camera about **126ms** per frame. | ||
===== Train the model ===== | ===== Train the model ===== | ||
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==== Get the conversion tool ==== | ==== Get the conversion tool ==== | ||
- | Download The conversion tool from [[gl> | + | Download The conversion tool from [[gh> |
- | + | ||
- | ```shell | + | |
- | $ git clone https:// | + | |
- | ``` | + | |
```shell | ```shell | ||
$ git lfs install | $ git lfs install | ||
- | $ git lfs clone https://gitlab.com/ | + | $ git lfs clone https://github.com/ |
$ cd vim4_npu_sdk | $ cd vim4_npu_sdk | ||
$ ls | $ ls | ||
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<WRAP important> | <WRAP important> | ||
- | If your kernel is older than 241129, please use version before tag ddk-3.4.7.7. | + | If your kernel is older than 241129, please use branch npu-ddk-1.7.5.5. |
</ | </ | ||
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``` | ``` | ||
+ | |||
+ | <WRAP important> | ||
+ | If your kernel is older than 241129, please use version before tag ddk-3.4.7.7. | ||
+ | </ | ||
==== Install dependencies ==== | ==== Install dependencies ==== | ||
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$ ./ | $ ./ | ||
``` | ``` | ||
- | |||
- | {{: | ||
=== Camera input demo === | === Camera input demo === | ||
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# Run | # Run | ||
- | $ ./ | + | $ ./ |
``` | ``` | ||