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DETR-ResNet50

Object Detection
PyTorch
LiteRT
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.dlc +3 -0
  3. README.md +31 -31
.gitattributes CHANGED
@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  DETR-ResNet50.so filter=lfs diff=lfs merge=lfs -text
 
 
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  DETR-ResNet50.so filter=lfs diff=lfs merge=lfs -text
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+ DETR-ResNet50.dlc filter=lfs diff=lfs merge=lfs -text
DETR-ResNet50.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:7b25fd2e5449628bcf5c23fc831a224e1b300849043dca1b5c589ff7fc4bf389
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+ size 166216029
README.md CHANGED
@@ -34,35 +34,35 @@ 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 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 619.32 ms | 0 - 216 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 87.942 ms | 1 - 10 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 28.237 ms | 0 - 172 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 35.503 ms | 5 - 103 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 20.322 ms | 0 - 48 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 19.115 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 29.671 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 27.505 ms | 0 - 10 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 619.32 ms | 0 - 216 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 87.942 ms | 1 - 10 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 20.365 ms | 0 - 48 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 19.021 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.352 ms | 0 - 163 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 30.24 ms | 0 - 17 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.336 ms | 0 - 43 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 19.053 ms | 5 - 8 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 29.671 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 27.505 ms | 0 - 10 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 20.366 ms | 0 - 39 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 18.724 ms | 4 - 41 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 19.024 ms | 1 - 212 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.035 ms | 0 - 222 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 13.21 ms | 5 - 182 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.318 ms | 5 - 157 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 10.937 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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- | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 12.452 ms | 5 - 118 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 12.118 ms | 5 - 134 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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- | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 19.51 ms | 5 - 5 MB | NPU | Use Export Script |
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- | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.391 ms | 78 - 78 MB | 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 : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 619.3
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- Estimated peak memory usage (MB): [0, 216]
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  Total # Ops : 806
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  Compute Unit(s) : npu (806 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 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 91.365 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 87.646 ms | 3 - 174 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 28.842 ms | 0 - 178 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 35.979 ms | 5 - 104 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 20.172 ms | 0 - 48 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 18.764 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 29.642 ms | 0 - 218 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 27.25 ms | 4 - 178 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 91.365 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 87.646 ms | 3 - 174 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 20.365 ms | 0 - 37 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 18.726 ms | 5 - 38 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.31 ms | 0 - 163 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 30.187 ms | 5 - 98 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.389 ms | 0 - 40 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 18.628 ms | 5 - 37 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 29.642 ms | 0 - 218 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 27.25 ms | 4 - 178 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 20.268 ms | 0 - 48 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 18.693 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 18.798 ms | 1 - 242 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.094 ms | 0 - 228 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 12.942 ms | 5 - 183 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.654 ms | 4 - 155 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 13.162 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 12.481 ms | 5 - 118 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.57 ms | 5 - 134 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
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+ | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 20.558 ms | 263 - 263 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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+ | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.535 ms | 78 - 78 MB | 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 : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 91.4
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+ Estimated peak memory usage (MB): [0, 217]
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  Total # Ops : 806
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  Compute Unit(s) : npu (806 ops) gpu (0 ops) cpu (0 ops)
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  ```