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Conditional-DETR-ResNet50

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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 -29
README.md CHANGED
@@ -34,31 +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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- | Conditional-DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 119.057 ms | 0 - 236 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 102.608 ms | 4 - 13 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 44.635 ms | 0 - 233 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 48.377 ms | 5 - 125 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 35.526 ms | 0 - 28 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 28.015 ms | 5 - 7 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 119.057 ms | 0 - 236 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 102.608 ms | 4 - 13 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 35.013 ms | 0 - 34 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 28.317 ms | 6 - 8 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 50.468 ms | 0 - 218 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 41.781 ms | 0 - 18 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 35.864 ms | 0 - 29 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 27.937 ms | 5 - 7 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 35.529 ms | 0 - 30 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 28.057 ms | 5 - 48 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 27.508 ms | 1 - 227 MB | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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- | Conditional-DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 26.921 ms | 0 - 253 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 20.69 ms | 5 - 140 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 21.256 ms | 5 - 169 MB | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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- | Conditional-DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 25.612 ms | 0 - 239 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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- | Conditional-DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 16.72 ms | 5 - 150 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 19.194 ms | 5 - 149 MB | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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- | Conditional-DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 27.551 ms | 5 - 5 MB | NPU | Use Export Script |
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- | Conditional-DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 27.933 ms | 82 - 82 MB | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
 
 
 
 
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@@ -122,8 +126,8 @@ Profiling Results
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  Conditional-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) : 119.1
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- Estimated peak memory usage (MB): [0, 236]
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  Total # Ops : 861
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  Compute Unit(s) : npu (861 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -212,13 +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.conditional_detr_resnet50.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.conditional_detr_resnet50.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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+ | Conditional-DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 670.975 ms | 0 - 250 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 100.375 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 44.082 ms | 0 - 241 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 48.304 ms | 5 - 133 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 35.453 ms | 0 - 34 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 27.471 ms | 5 - 8 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 44.337 ms | 0 - 251 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 35.79 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 670.975 ms | 0 - 250 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 100.375 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 35.166 ms | 0 - 29 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 27.948 ms | 5 - 8 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 49.602 ms | 0 - 227 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 40.55 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 35.108 ms | 0 - 28 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 28.691 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 44.337 ms | 0 - 251 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 35.79 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 35.406 ms | 0 - 37 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 27.446 ms | 4 - 51 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 28.389 ms | 1 - 227 MB | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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+ | Conditional-DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 26.07 ms | 0 - 264 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 20.59 ms | 5 - 145 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 21.444 ms | 5 - 219 MB | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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+ | Conditional-DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 22.737 ms | 0 - 251 MB | NPU | [Conditional-DETR-ResNet50.tflite](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.tflite) |
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+ | Conditional-DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 18.848 ms | 5 - 155 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 19.026 ms | 5 - 174 MB | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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+ | Conditional-DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 27.019 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | Conditional-DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 28.053 ms | 83 - 83 MB | NPU | [Conditional-DETR-ResNet50.onnx](https://huggingface.co/qualcomm/Conditional-DETR-ResNet50/blob/main/Conditional-DETR-ResNet50.onnx) |
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  Conditional-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) : 671.0
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+ Estimated peak memory usage (MB): [0, 250]
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  Total # Ops : 861
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  Compute Unit(s) : npu (861 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.conditional_detr_resnet50.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.conditional_detr_resnet50.demo -- --eval-mode on-device
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  ```
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