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DETR-ResNet50

Object Detection
PyTorch
TF Lite
ONNX
android
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@@ -34,31 +34,31 @@ 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-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 10.894 ms | 0 - 17 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 11.959 ms | 3 - 23 MB | FP16 | NPU | [DETR-ResNet50.so](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.so) |
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- | DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.186 ms | 0 - 96 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 7.737 ms | 0 - 64 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 8.505 ms | 3 - 67 MB | FP16 | NPU | [DETR-ResNet50.so](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.so) |
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- | DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.886 ms | 3 - 217 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.263 ms | 0 - 65 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 6.857 ms | 2 - 67 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.512 ms | 3 - 93 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 10.816 ms | 0 - 30 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 10.379 ms | 3 - 4 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 309.062 ms | 0 - 63 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA7255P ADP | SA7255P | QNN | 310.572 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 10.799 ms | 0 - 28 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 10.525 ms | 4 - 5 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 16.473 ms | 0 - 47 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA8295P ADP | SA8295P | QNN | 17.021 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 10.854 ms | 0 - 27 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 10.491 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 18.381 ms | 0 - 63 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | SA8775P ADP | SA8775P | QNN | 17.926 ms | 2 - 13 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 14.413 ms | 0 - 45 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 15.2 ms | 3 - 52 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 10.784 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.323 ms | 81 - 81 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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@@ -123,8 +123,8 @@ Profiling Results
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  DETR-ResNet50
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 10.9
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- Estimated peak memory usage (MB): [0, 17]
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  Total # Ops : 788
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  Compute Unit(s) : NPU (788 ops)
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  ```
 
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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-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 10.769 ms | 0 - 20 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 11.968 ms | 3 - 23 MB | FP16 | NPU | [DETR-ResNet50.so](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.so) |
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+ | DETR-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 11.85 ms | 1 - 227 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 7.739 ms | 0 - 66 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 8.464 ms | 39 - 104 MB | FP16 | NPU | [DETR-ResNet50.so](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.so) |
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+ | DETR-ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.595 ms | 3 - 84 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.282 ms | 0 - 65 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 8.08 ms | 2 - 69 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.365 ms | 3 - 64 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 10.844 ms | 0 - 19 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 10.395 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 309.27 ms | 0 - 62 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | SA7255P ADP | SA7255P | QNN | 310.539 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 10.845 ms | 0 - 23 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 10.526 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 16.513 ms | 0 - 49 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | SA8295P ADP | SA8295P | QNN | 17.26 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 10.837 ms | 0 - 29 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 10.589 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 18.395 ms | 0 - 62 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | SA8775P ADP | SA8775P | QNN | 17.921 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 14.458 ms | 0 - 47 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 15.04 ms | 0 - 48 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.275 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.271 ms | 81 - 81 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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  DETR-ResNet50
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 10.8
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+ Estimated peak memory usage (MB): [0, 20]
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  Total # Ops : 788
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  Compute Unit(s) : NPU (788 ops)
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  ```