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products:sbc:vim4:npu:demos:retinaface [2024/11/07 20:19] louis |
products:sbc:vim4:npu:demos:retinaface [2025/06/11 21:51] (current) louis |
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| ~~tag> NPU RetinaFace VIM4 PyTorch~~ | ~~tag> NPU RetinaFace VIM4 PyTorch~~ | ||
| + | |||
| + | **Doc for version ddk-3.4.7.7** | ||
| ====== RetinaFace PyTorch VIM4 Demo - 5 ====== | ====== RetinaFace PyTorch VIM4 Demo - 5 ====== | ||
| {{indexmenu_n> | {{indexmenu_n> | ||
| + | |||
| + | ===== Introduction ===== | ||
| + | |||
| + | RetinaFace is a face detection model. It can draw five key points on each face, including two eyes, nose and two corners of mouth. | ||
| + | |||
| + | Inference results on VIM4. | ||
| + | |||
| + | {{: | ||
| + | |||
| + | **Inference speed test**: USB camera about **78ms** per frame. | ||
| + | |||
| ===== Get source code ===== | ===== Get source code ===== | ||
| Line 40: | Line 53: | ||
| ``` | ``` | ||
| - | ===== Get Convert Tool ===== | + | ==== Get Convert Tool ==== |
| + | |||
| + | Download Tool from [[gh> | ||
| ```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 | ||
| - | adla-toolkit-binary | + | adla-toolkit-binary |
| ``` | ``` | ||
| Line 53: | Line 68: | ||
| * '' | * '' | ||
| * '' | * '' | ||
| - | ==== Get conversion tool ==== | ||
| - | Download Tool from [[gl>khadas/ | + | <WRAP important> |
| - | + | If your kernel is older than 241129, please use branch npu-ddk-1.7.5.5. | |
| - | ```shell | + | </WRAP> |
| - | $ git clone https:// | + | |
| - | ``` | + | |
| ==== Convert ==== | ==== Convert ==== | ||
| Line 100: | Line 112: | ||
| --dtypes " | --dtypes " | ||
| --inference-input-type float32 \ | --inference-input-type float32 \ | ||
| - | --inference-output-type float32 \ | + | --inference-output-type float32 \ |
| --quantize-dtype int8 --outdir onnx_output | --quantize-dtype int8 --outdir onnx_output | ||
| --channel-mean-value " | --channel-mean-value " | ||
| Line 124: | Line 136: | ||
| $ git clone https:// | $ git clone https:// | ||
| ``` | ``` | ||
| + | |||
| + | <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 163: | ||
| # Run | # Run | ||
| - | $ sudo ./ | + | $ ./ |
| ``` | ``` | ||
| Line 169: | Line 185: | ||
| ``` | ``` | ||
| - | $ sudo ./ | + | $ ./ |
| ``` | ``` | ||
| Line 175: | Line 191: | ||
| ``` | ``` | ||
| $ cd build | $ cd build | ||
| - | $ sudo ./ | + | $ ./ |
| ``` | ``` | ||
| **TIP**: Replace 0 as the number for your camera device. Such as ''/ | **TIP**: Replace 0 as the number for your camera device. Such as ''/ | ||