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DETR-ResNet101

Object Detection
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android
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@@ -1,9 +1,9 @@
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  ---
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  library_name: pytorch
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  license: apache-2.0
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- pipeline_tag: object-detection
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  tags:
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  - android
 
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  ---
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@@ -34,31 +34,35 @@ More details on model performance across various devices, can be found
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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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 15.273 ms | 0 - 24 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 16.09 ms | 3 - 27 MB | FP16 | NPU | [DETR-ResNet101.so](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.so) |
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- | DETR-ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 16.775 ms | 1 - 334 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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- | DETR-ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 10.951 ms | 0 - 84 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 11.546 ms | 0 - 78 MB | FP16 | NPU | [DETR-ResNet101.so](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.so) |
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- | DETR-ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 12.06 ms | 3 - 98 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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- | DETR-ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 8.898 ms | 0 - 85 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 11.25 ms | 2 - 86 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 12.024 ms | 3 - 74 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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- | DETR-ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 15.387 ms | 0 - 27 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
 
 
 
 
 
 
 
 
 
 
 
 
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  | DETR-ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.914 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101 | SA7255P ADP | SA7255P | TFLITE | 544.715 ms | 0 - 84 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | SA7255P ADP | SA7255P | QNN | 545.625 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 15.289 ms | 0 - 27 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 15.051 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101 | SA8295P ADP | SA8295P | TFLITE | 24.009 ms | 0 - 53 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | SA8295P ADP | SA8295P | QNN | 24.364 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 15.251 ms | 0 - 25 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 15.039 ms | 3 - 4 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101 | SA8775P ADP | SA8775P | TFLITE | 27.841 ms | 0 - 81 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | SA8775P ADP | SA8775P | QNN | 27.299 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 21.179 ms | 0 - 54 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 22.273 ms | 3 - 57 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 15.238 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 18.727 ms | 117 - 117 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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@@ -123,7 +127,7 @@ DETR-ResNet101
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 15.3
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- Estimated peak memory usage (MB): [0, 24]
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  Total # Ops : 856
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  Compute Unit(s) : NPU (856 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: apache-2.0
 
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  tags:
5
  - android
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+ pipeline_tag: object-detection
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8
  ---
9
 
 
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35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | DETR-ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 15.264 ms | 0 - 25 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 15.02 ms | 3 - 5 MB | FP16 | NPU | [DETR-ResNet101.so](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.so) |
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+ | DETR-ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 16.553 ms | 1 - 284 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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+ | DETR-ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 11.009 ms | 0 - 84 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 11.001 ms | 3 - 18 MB | FP16 | NPU | [DETR-ResNet101.so](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.so) |
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+ | DETR-ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 12.27 ms | 3 - 98 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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+ | DETR-ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 8.888 ms | 0 - 86 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 11.222 ms | 3 - 85 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.827 ms | 5 - 76 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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+ | DETR-ResNet101 | SA7255P ADP | SA7255P | TFLITE | 544.709 ms | 0 - 84 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | SA7255P ADP | SA7255P | QNN | 545.646 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 15.17 ms | 0 - 26 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 15.019 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | SA8295P ADP | SA8295P | TFLITE | 23.975 ms | 0 - 52 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | SA8295P ADP | SA8295P | QNN | 24.328 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 15.214 ms | 0 - 31 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 15.012 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | SA8775P ADP | SA8775P | TFLITE | 27.833 ms | 0 - 84 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | SA8775P ADP | SA8775P | QNN | 27.263 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 544.709 ms | 0 - 84 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 545.646 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 15.184 ms | 0 - 25 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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  | DETR-ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.914 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 27.833 ms | 0 - 84 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 27.263 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 21.139 ms | 0 - 53 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 22.045 ms | 3 - 57 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 15.212 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 18.738 ms | 116 - 116 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
 
 
 
 
 
 
 
 
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 15.3
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+ Estimated peak memory usage (MB): [0, 25]
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  Total # Ops : 856
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  Compute Unit(s) : NPU (856 ops)
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  ```