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DETR-ResNet50-DC5

Object Detection
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android
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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 +21 -21
README.md CHANGED
@@ -34,23 +34,23 @@ 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-ResNet50-DC5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 177.017 ms | 1 - 11 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 79.198 ms | 5 - 137 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 50.615 ms | 5 - 8 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 64.47 ms | 1 - 12 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 177.017 ms | 1 - 11 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 51.39 ms | 6 - 8 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 70.088 ms | 0 - 17 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 50.719 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 64.47 ms | 1 - 12 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 51.285 ms | 5 - 64 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 57.485 ms | 1 - 254 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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- | DETR-ResNet50-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 38.152 ms | 5 - 156 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 44.543 ms | 5 - 189 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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- | DETR-ResNet50-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 33.537 ms | 5 - 146 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 33.637 ms | 5 - 153 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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- | DETR-ResNet50-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 51.029 ms | 5 - 5 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 61.719 ms | 81 - 81 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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@@ -114,8 +114,8 @@ Profiling Results
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  DETR-ResNet50-DC5
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  Device : cs_8275 (ANDROID 14)
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  Runtime : QNN
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- Estimated inference time (ms) : 177.0
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- Estimated peak memory usage (MB): [1, 11]
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  Total # Ops : 829
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  Compute Unit(s) : npu (829 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -204,13 +204,13 @@ 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_resnet50_dc5.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_resnet50_dc5.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-ResNet50-DC5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1051.971 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 76.458 ms | 5 - 135 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 47.113 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 59.899 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 1051.971 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 47.139 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 66.384 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 47.145 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 59.899 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 47.548 ms | 5 - 61 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 50.299 ms | 0 - 264 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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+ | DETR-ResNet50-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 34.925 ms | 5 - 263 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 37.821 ms | 5 - 246 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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+ | DETR-ResNet50-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 30.777 ms | 5 - 272 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 33.129 ms | 11 - 183 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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+ | DETR-ResNet50-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 47.516 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | DETR-ResNet50-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 52.356 ms | 80 - 80 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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  DETR-ResNet50-DC5
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  Device : cs_8275 (ANDROID 14)
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  Runtime : QNN
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+ Estimated inference time (ms) : 1052.0
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+ Estimated peak memory usage (MB): [0, 9]
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  Total # Ops : 829
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  Compute Unit(s) : npu (829 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_resnet50_dc5.demo --eval-mode 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_resnet50_dc5.demo -- --eval-mode on-device
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  ```
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