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DETR-ResNet101

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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

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  1. README.md +33 -33
README.md CHANGED
@@ -34,35 +34,35 @@ More details on model performance across various devices, can be found
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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-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 139.96 ms | 0 - 175 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 137.552 ms | 1 - 10 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 39.3 ms | 0 - 165 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 48.852 ms | 5 - 98 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 26.497 ms | 0 - 31 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 26.838 ms | 5 - 8 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 41.874 ms | 0 - 175 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 40.599 ms | 1 - 11 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 139.96 ms | 0 - 175 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 137.552 ms | 1 - 10 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 26.523 ms | 0 - 27 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 26.571 ms | 7 - 9 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 45.449 ms | 0 - 140 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 45.112 ms | 0 - 18 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 26.655 ms | 0 - 29 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 26.514 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 41.874 ms | 0 - 175 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 40.599 ms | 1 - 11 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 26.668 ms | 0 - 33 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 26.588 ms | 5 - 51 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 25.034 ms | 1 - 334 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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- | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 18.939 ms | 355 - 552 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 19.492 ms | 5 - 139 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 18.491 ms | 127 - 281 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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- | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.962 ms | 0 - 174 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 16.859 ms | 5 - 135 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 14.893 ms | 5 - 132 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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- | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 26.761 ms | 5 - 5 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 26.491 ms | 115 - 115 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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@@ -126,8 +126,8 @@ Profiling Results
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  DETR-ResNet101
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 140.0
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- Estimated peak memory usage (MB): [0, 175]
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  Total # Ops : 874
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  Compute Unit(s) : npu (874 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -216,13 +216,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.detr_resnet101.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.detr_resnet101.demo -- --on-device
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  ```
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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-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 138.137 ms | 0 - 247 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 133.628 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 38.651 ms | 0 - 206 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 48.235 ms | 5 - 103 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 26.648 ms | 4 - 46 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 25.483 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 41.451 ms | 0 - 250 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 39.172 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 138.137 ms | 0 - 247 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 133.628 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 26.358 ms | 0 - 43 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 25.307 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 44.214 ms | 0 - 185 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 42.979 ms | 0 - 16 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 26.406 ms | 0 - 55 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 25.349 ms | 5 - 8 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 41.451 ms | 0 - 250 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 39.172 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 26.391 ms | 0 - 57 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 25.264 ms | 5 - 54 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 24.928 ms | 1 - 353 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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+ | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 19.109 ms | 0 - 267 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 18.329 ms | 5 - 140 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 18.193 ms | 5 - 173 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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+ | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.647 ms | 0 - 245 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 14.717 ms | 5 - 136 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 15.317 ms | 5 - 133 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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+ | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25.786 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 26.335 ms | 114 - 114 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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  DETR-ResNet101
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 138.1
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+ Estimated peak memory usage (MB): [0, 247]
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  Total # Ops : 874
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  Compute Unit(s) : npu (874 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
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  You can also run the demo on-device.
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  ```bash
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+ python -m qai_hub_models.models.detr_resnet101.demo --eval-mode on-device
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  ```
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222
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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+ %run -m qai_hub_models.models.detr_resnet101.demo -- --eval-mode on-device
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  ```
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