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DETR-ResNet101-DC5

Object Detection
PyTorch
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android
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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
@@ -25,32 +25,32 @@ 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: ResNet101-DC5
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  - Input resolution: 480x480
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  - Number of parameters: 61.1M
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  - Model size: 231 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-ResNet101-DC5 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 58.185 ms | 5 - 40 MB | FP16 | NPU | [DETR-ResNet101-DC5.so](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.so) |
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- | DETR-ResNet101-DC5 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 65.786 ms | 1 - 333 MB | FP16 | NPU | [DETR-ResNet101-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.onnx) |
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- | DETR-ResNet101-DC5 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 43.108 ms | 0 - 152 MB | FP16 | NPU | [DETR-ResNet101-DC5.so](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.so) |
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- | DETR-ResNet101-DC5 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 48.258 ms | 5 - 205 MB | FP16 | NPU | [DETR-ResNet101-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.onnx) |
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- | DETR-ResNet101-DC5 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 40.182 ms | 5 - 157 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 37.042 ms | 5 - 173 MB | FP16 | NPU | [DETR-ResNet101-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.onnx) |
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- | DETR-ResNet101-DC5 | SA7255P ADP | SA7255P | QNN | 1370.229 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | SA8255 (Proxy) | SA8255P Proxy | QNN | 54.318 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | SA8295P ADP | SA8295P | QNN | 75.619 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | SA8650 (Proxy) | SA8650P Proxy | QNN | 54.242 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | SA8775P ADP | SA8775P | QNN | 85.077 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1370.229 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 53.279 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 85.077 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 72.525 ms | 5 - 114 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 53.346 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101-DC5 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 67.335 ms | 117 - 117 MB | FP16 | NPU | [DETR-ResNet101-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.onnx) |
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@@ -112,12 +112,12 @@ python -m qai_hub_models.models.detr_resnet101_dc5.export
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  Profiling Results
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  ------------------------------------------------------------
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  DETR-ResNet101-DC5
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- Device : Samsung Galaxy S23 (13)
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- Runtime : QNN
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- Estimated inference time (ms) : 58.2
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- Estimated peak memory usage (MB): [5, 40]
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- Total # Ops : 946
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- Compute Unit(s) : NPU (946 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: ResNet101-DC5
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  - Input resolution: 480x480
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  - Number of parameters: 61.1M
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  - Model size: 231 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-ResNet101-DC5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 223.668 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 92.931 ms | 5 - 139 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 57.555 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 76.955 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 223.668 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 58.679 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 83.369 ms | 0 - 16 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 59.736 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 76.955 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 58.546 ms | 5 - 73 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 64.752 ms | 1 - 331 MB | NPU | [DETR-ResNet101-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.onnx) |
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+ | DETR-ResNet101-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 42.786 ms | 5 - 172 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 48.827 ms | 5 - 207 MB | NPU | [DETR-ResNet101-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.onnx) |
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+ | DETR-ResNet101-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 38.422 ms | 5 - 166 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 37.491 ms | 5 - 174 MB | NPU | [DETR-ResNet101-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.onnx) |
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+ | DETR-ResNet101-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 57.671 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | DETR-ResNet101-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 68.707 ms | 117 - 117 MB | NPU | [DETR-ResNet101-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet101-DC5/blob/main/DETR-ResNet101-DC5.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  DETR-ResNet101-DC5
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : QNN
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+ Estimated inference time (ms) : 223.7
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+ Estimated peak memory usage (MB): [1, 11]
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+ Total # Ops : 948
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+ Compute Unit(s) : npu (948 ops) gpu (0 ops) cpu (0 ops)
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  ```
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