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DETR-ResNet50

Object Detection
PyTorch
LiteRT
ONNX
android
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@@ -34,35 +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-ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 9.608 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 | 10.076 ms | 3 - 5 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 | 11.755 ms | 1 - 198 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 | 6.714 ms | 0 - 147 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 | 7.158 ms | 3 - 21 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 | 8.282 ms | 3 - 121 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 | 5.518 ms | 0 - 136 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 | 6.789 ms | 3 - 106 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.216 ms | 3 - 99 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 307.296 ms | 0 - 135 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 | 308.707 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 9.643 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 9.982 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 15.19 ms | 0 - 119 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 | 14.809 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 9.593 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 10.044 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 17.338 ms | 0 - 134 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 | 17.225 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 307.296 ms | 0 - 135 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 308.707 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 9.642 ms | 0 - 18 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 | 10.018 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 17.338 ms | 0 - 134 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 17.225 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.161 ms | 0 - 130 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 | 13.251 ms | 3 - 101 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 10.472 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.226 ms | 79 - 79 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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@@ -126,8 +126,8 @@ 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) : 9.6
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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 | 9.076 ms | 0 - 18 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 | 9.964 ms | 3 - 5 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 | 11.757 ms | 3 - 226 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 | 6.363 ms | 0 - 145 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 | 6.792 ms | 3 - 21 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 | 8.182 ms | 3 - 123 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 | 6.151 ms | 0 - 134 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 | 5.491 ms | 3 - 107 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.942 ms | 3 - 99 MB | FP16 | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | SA7255P ADP | SA7255P | TFLITE | 306.675 ms | 0 - 134 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 | 308.208 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 9.068 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 9.781 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | SA8295P ADP | SA8295P | TFLITE | 14.968 ms | 0 - 117 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 | 14.284 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 9.076 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 9.797 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | SA8775P ADP | SA8775P | TFLITE | 16.684 ms | 0 - 134 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 | 16.99 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 306.675 ms | 0 - 134 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 308.208 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 9.11 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 | 9.841 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 16.684 ms | 0 - 134 MB | FP16 | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 16.99 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.205 ms | 0 - 130 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 | 13.786 ms | 2 - 97 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 10.336 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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+ | DETR-ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.809 ms | 79 - 79 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) : 9.1
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+ Estimated peak memory usage (MB): [0, 18]
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  Total # Ops : 788
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  Compute Unit(s) : NPU (788 ops)
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  ```