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DETR-ResNet50-DC5

Object Detection
PyTorch
ONNX
android
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v0.31.0

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See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (3) hide show
  1. .gitattributes +1 -0
  2. DETR-ResNet50-DC5.dlc +3 -0
  3. README.md +22 -22
.gitattributes CHANGED
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+ DETR-ResNet50-DC5.dlc filter=lfs diff=lfs merge=lfs -text
DETR-ResNet50-DC5.dlc ADDED
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+ version https://git-lfs.github.com/spec/v1
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README.md CHANGED
@@ -34,23 +34,23 @@ 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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- | DETR-ResNet50-DC5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1051.971 ms | 0 - 9 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 76.458 ms | 5 - 135 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 47.113 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 59.899 ms | 1 - 11 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 1051.971 ms | 0 - 9 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 47.139 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 66.384 ms | 0 - 17 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 47.145 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 59.899 ms | 1 - 11 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 47.548 ms | 5 - 61 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 50.299 ms | 0 - 264 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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- | DETR-ResNet50-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 34.925 ms | 5 - 263 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 37.821 ms | 5 - 246 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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- | DETR-ResNet50-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 30.777 ms | 5 - 272 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 33.129 ms | 11 - 183 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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- | DETR-ResNet50-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 47.516 ms | 5 - 5 MB | NPU | Use Export Script |
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- | DETR-ResNet50-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 52.356 ms | 80 - 80 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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@@ -113,11 +113,11 @@ Profiling Results
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  ------------------------------------------------------------
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  DETR-ResNet50-DC5
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  Device : cs_8275 (ANDROID 14)
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- Runtime : QNN
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- Estimated inference time (ms) : 1052.0
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- Estimated peak memory usage (MB): [0, 9]
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- Total # Ops : 829
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- Compute Unit(s) : npu (829 ops) gpu (0 ops) cpu (0 ops)
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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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+ | DETR-ResNet50-DC5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 167.827 ms | 0 - 256 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 77.296 ms | 5 - 139 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 47.37 ms | 5 - 60 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 59.89 ms | 5 - 271 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 167.827 ms | 0 - 256 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 46.95 ms | 6 - 63 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 66.286 ms | 5 - 158 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 47.051 ms | 5 - 63 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 59.89 ms | 5 - 271 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 48.313 ms | 5 - 60 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 51.098 ms | 1 - 236 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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+ | DETR-ResNet50-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 35.036 ms | 5 - 263 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 37.112 ms | 5 - 250 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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+ | DETR-ResNet50-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 31.008 ms | 5 - 272 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 33.755 ms | 5 - 176 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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+ | DETR-ResNet50-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 50.045 ms | 127 - 127 MB | NPU | [DETR-ResNet50-DC5.dlc](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.dlc) |
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+ | DETR-ResNet50-DC5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 52.341 ms | 79 - 79 MB | NPU | [DETR-ResNet50-DC5.onnx](https://huggingface.co/qualcomm/DETR-ResNet50-DC5/blob/main/DETR-ResNet50-DC5.onnx) |
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  ------------------------------------------------------------
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  DETR-ResNet50-DC5
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  Device : cs_8275 (ANDROID 14)
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+ Runtime : QNN_DLC
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+ Estimated inference time (ms) : 167.8
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+ Estimated peak memory usage (MB): [0, 256]
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+ Total # Ops : 827
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+ Compute Unit(s) : npu (827 ops) gpu (0 ops) cpu (0 ops)
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  ```
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