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products:sbc:vim4:npu:demos:yolov7-tiny
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products:sbc:vim4:npu:demos:yolov7-tiny [2024/12/03 01:43] louis |
products:sbc:vim4:npu:demos:yolov7-tiny [2026/04/02 02:46] (current) nick |
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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 ===== | ||
| Line 30: | Line 40: | ||
| ==== Get the conversion tool ==== | ==== Get the conversion tool ==== | ||
| - | Download The conversion tool from [[gl>khadas/vim4_npu_sdk]]. | + | You can find the SDK here: [[dl>products/ |
| ```shell | ```shell | ||
| - | $ git clone https://gitlab.com/khadas/vim4_npu_sdk | + | $ wget https://dl.khadas.com/products/vim4/tools/npu-sdk/ |
| - | ``` | + | $ tar xvzf vim4_npu_sdk-ddk-3.4.7.7-250508.tgz |
| - | + | $ cd vim4_npu_sdk-ddk-3.4.7.7-250508 | |
| - | ```shell | + | |
| - | $ git lfs install | + | |
| - | $ git lfs clone https://gitlab.com/ | + | |
| - | $ cd vim4_npu_sdk | + | |
| $ ls | $ ls | ||
| adla-toolkit-binary | adla-toolkit-binary | ||
| ``` | ``` | ||
| - | * '' | + | * '' |
| * '' | * '' | ||
| * '' | * '' | ||
| + | * '' | ||
| <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. |
| </ | </ | ||
| Line 102: | Line 109: | ||
| --quantize-dtype int8 --outdir onnx_output | --quantize-dtype int8 --outdir onnx_output | ||
| --channel-mean-value " | --channel-mean-value " | ||
| + | --inference-input-type " | ||
| + | --inference-output-type " | ||
| --source-file dataset.txt | --source-file dataset.txt | ||
| --batch-size 1 --target-platform PRODUCT_PID0XA003 | --batch-size 1 --target-platform PRODUCT_PID0XA003 | ||
| Line 122: | Line 131: | ||
| ``` | ``` | ||
| + | |||
| + | <WRAP important> | ||
| + | If your kernel is older than 241129, please use version before tag ddk-3.4.7.7. | ||
| + | </ | ||
| ==== Install dependencies ==== | ==== Install dependencies ==== | ||
| Line 147: | Line 160: | ||
| $ ./ | $ ./ | ||
| ``` | ``` | ||
| - | |||
| - | {{: | ||
| === Camera input demo === | === Camera input demo === | ||
| Line 163: | Line 174: | ||
| # Run | # Run | ||
| - | $ ./ | + | $ ./ |
| ``` | ``` | ||
Last modified: 2024/12/03 01:43 by louis