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Improve Intel Model (#20541)
* Update supported models and inference times * Fix d-fine inputs * Improve d-fine
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@@ -281,7 +281,7 @@ detectors:
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| ------------------------------------- | --- | --- | ------------------------------------------------------------ |
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| [YOLOv9](#yolo-v3-v4-v7-v9) | ✅ | ✅ | Recommended for GPU & NPU |
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| [RF-DETR](#rf-detr) | ✅ | ✅ | Requires XE iGPU or Arc |
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| [YOLO-NAS](#yolo-nas) | ✅ | ⚠️ | YOLO-NAS only works on NPU in non-flat format |
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| [YOLO-NAS](#yolo-nas) | ✅ | ✅ | |
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| [MobileNet v2](#ssdlite-mobilenet-v2) | ✅ | ✅ | Fast and lightweight model, less accurate than larger models |
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| [YOLOX](#yolox) | ✅ | ? | |
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| [D-FINE](#d-fine) | ❌ | ❌ | |
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@@ -429,7 +429,7 @@ Currently D-FINE models only run on OpenVINO in CPU mode, GPUs currently fail to
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:::
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<details>
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<summary>YOLO-NAS Setup & Config</summary>
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<summary>D-FINE Setup & Config</summary>
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After placing the downloaded onnx model in your config/model_cache folder, you can use the following configuration:
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@@ -445,7 +445,7 @@ model:
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height: 640
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input_tensor: nchw
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input_dtype: float
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path: /config/model_cache/dfine_s_obj2coco.onnx
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path: /config/model_cache/dfine-s.onnx
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labelmap_path: /labelmap/coco-80.txt
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```
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@@ -167,8 +167,8 @@ Inference speeds vary greatly depending on the CPU or GPU used, some known examp
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| Intel UHD 770 | ~ 15 ms | t-320: ~ 16 ms s-320: ~ 20 ms s-640: ~ 40 ms | 320: ~ 20 ms 640: ~ 46 ms | | |
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| Intel N100 | ~ 15 ms | s-320: 30 ms | 320: ~ 25 ms | | Can only run one detector instance |
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| Intel N150 | ~ 15 ms | t-320: 16 ms s-320: 24 ms | | | |
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| Intel Iris XE | ~ 10 ms | s-320: 8 ms s-640: 30 ms | 320: ~ 18 ms 640: ~ 50 ms | 320-n: 33 ms | |
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| Intel NPU | ~ 6 ms | s-320: 11 ms | | 320-n: 40 ms | |
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| Intel Iris XE | ~ 10 ms | t-320: 6 ms t-640: 14 ms s-320: 8 ms s-640: 16 ms | 320: ~ 10 ms 640: ~ 20 ms | 320-n: 33 ms | |
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| Intel NPU | ~ 6 ms | s-320: 11 ms | 320: ~ 14 ms 640: ~ 34 ms | 320-n: 40 ms | |
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| Intel Arc A310 | ~ 5 ms | t-320: 7 ms t-640: 11 ms s-320: 8 ms s-640: 15 ms | 320: ~ 8 ms 640: ~ 14 ms | | |
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| Intel Arc A380 | ~ 6 ms | | 320: ~ 10 ms 640: ~ 22 ms | 336: 20 ms 448: 27 ms | |
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| Intel Arc A750 | ~ 4 ms | | 320: ~ 8 ms | | |
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