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DETR-ResNet50

Object Detection
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: apache-2.0
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  tags:
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  - android
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  pipeline_tag: object-detection
@@ -25,44 +25,44 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Object detection
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  - **Model Stats:**
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  - Model checkpoint: ResNet50
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  - Input resolution: 480x480
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  - Number of parameters: 41.3M
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  - Model size: 158 MB
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- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 15.123 ms | 0 - 23 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 16.471 ms | 5 - 27 MB | FP16 | NPU | [DETR-ResNet50.so](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.so) |
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- | DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 18.27 ms | 1 - 210 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 10.522 ms | 4 - 147 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 11.555 ms | 105 - 209 MB | FP16 | NPU | [DETR-ResNet50.so](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.so) |
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- | DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 13.489 ms | 5 - 134 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 8.647 ms | 0 - 133 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 9.315 ms | 5 - 105 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 12.773 ms | 0 - 104 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 525.828 ms | 0 - 129 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA7255P ADP | SA7255P | QNN | 525.988 ms | 5 - 15 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 14.924 ms | 0 - 22 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 14.442 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 24.109 ms | 0 - 106 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA8295P ADP | SA8295P | QNN | 24.155 ms | 2 - 19 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 14.991 ms | 0 - 20 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 14.542 ms | 6 - 8 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 27.316 ms | 0 - 131 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA8775P ADP | SA8775P | QNN | 26.215 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 525.828 ms | 0 - 129 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 525.988 ms | 5 - 15 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 14.925 ms | 0 - 21 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.503 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 27.316 ms | 0 - 131 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 26.215 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 22.199 ms | 0 - 121 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 21.874 ms | 5 - 88 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.927 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.74 ms | 78 - 78 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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@@ -124,12 +124,12 @@ python -m qai_hub_models.models.detr_resnet50.export
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  Profiling Results
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  ------------------------------------------------------------
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  DETR-ResNet50
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 15.1
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- Estimated peak memory usage (MB): [0, 23]
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- Total # Ops : 804
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- Compute Unit(s) : NPU (804 ops)
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  ```
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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - android
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  pipeline_tag: object-detection
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.object_detection
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  - **Model Stats:**
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  - Model checkpoint: ResNet50
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  - Input resolution: 480x480
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  - Number of parameters: 41.3M
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  - Model size: 158 MB
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+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 93.853 ms | 0 - 136 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 88.988 ms | 5 - 14 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 29.716 ms | 0 - 125 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 35.674 ms | 5 - 95 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 20.963 ms | 0 - 21 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 18.779 ms | 5 - 8 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 30.536 ms | 0 - 137 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 27.688 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 93.853 ms | 0 - 136 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 88.988 ms | 5 - 14 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 20.94 ms | 0 - 20 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 18.917 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 34.161 ms | 0 - 110 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 31.384 ms | 2 - 19 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 21.031 ms | 0 - 19 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 18.936 ms | 5 - 8 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 30.536 ms | 0 - 137 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 27.688 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 20.987 ms | 0 - 20 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 18.986 ms | 5 - 38 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 19.058 ms | 1 - 205 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.441 ms | 0 - 146 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 13.371 ms | 5 - 113 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.905 ms | 5 - 134 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 11.635 ms | 0 - 136 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 12.206 ms | 5 - 113 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 12.305 ms | 5 - 110 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 19.463 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.312 ms | 78 - 78 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  DETR-ResNet50
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 93.9
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+ Estimated peak memory usage (MB): [0, 136]
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+ Total # Ops : 806
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+ Compute Unit(s) : npu (806 ops) gpu (0 ops) cpu (0 ops)
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  ```
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