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DETR-ResNet101

Object Detection
PyTorch
LiteRT
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-ResNet101.dlc +3 -0
  3. README.md +30 -30
.gitattributes CHANGED
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  DETR-ResNet101.so filter=lfs diff=lfs merge=lfs -text
 
 
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  DETR-ResNet101.so filter=lfs diff=lfs merge=lfs -text
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+ DETR-ResNet101.dlc filter=lfs diff=lfs merge=lfs -text
DETR-ResNet101.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:0623a3ebd230e5f5bcd67da93bdd6af3f53e26e653fd3b929f09a1025e5ba9f1
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+ size 242238877
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-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 138.137 ms | 0 - 247 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 133.628 ms | 0 - 9 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 38.651 ms | 0 - 206 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 48.235 ms | 5 - 103 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 26.648 ms | 4 - 46 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 25.483 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 41.451 ms | 0 - 250 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 39.172 ms | 0 - 10 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 138.137 ms | 0 - 247 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 133.628 ms | 0 - 9 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 26.358 ms | 0 - 43 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 25.307 ms | 5 - 7 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 44.214 ms | 0 - 185 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 42.979 ms | 0 - 16 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 26.406 ms | 0 - 55 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 25.349 ms | 5 - 8 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 41.451 ms | 0 - 250 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 39.172 ms | 0 - 10 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 26.391 ms | 0 - 57 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 25.264 ms | 5 - 54 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 24.928 ms | 1 - 353 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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- | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 19.109 ms | 0 - 267 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 18.329 ms | 5 - 140 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 18.193 ms | 5 - 173 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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- | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.647 ms | 0 - 245 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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- | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 14.717 ms | 5 - 136 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 15.317 ms | 5 - 133 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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- | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25.786 ms | 5 - 5 MB | NPU | Use Export Script |
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- | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 26.335 ms | 114 - 114 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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@@ -127,7 +127,7 @@ DETR-ResNet101
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 138.1
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- Estimated peak memory usage (MB): [0, 247]
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  Total # Ops : 874
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  Compute Unit(s) : npu (874 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-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 138.078 ms | 0 - 248 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 133.51 ms | 0 - 127 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 38.505 ms | 0 - 206 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 47.936 ms | 5 - 105 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 26.619 ms | 0 - 44 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 25.143 ms | 5 - 55 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 41.413 ms | 0 - 250 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 38.968 ms | 5 - 133 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 138.078 ms | 0 - 248 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 133.51 ms | 0 - 127 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 26.407 ms | 0 - 32 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 25.167 ms | 5 - 53 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 44.201 ms | 0 - 185 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 42.83 ms | 0 - 96 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 26.445 ms | 0 - 51 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 25.155 ms | 5 - 56 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 41.413 ms | 0 - 250 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 38.968 ms | 5 - 133 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 26.615 ms | 0 - 50 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 25.097 ms | 5 - 54 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 25.039 ms | 1 - 303 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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+ | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 19.21 ms | 97 - 368 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 18.071 ms | 5 - 139 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 18.215 ms | 5 - 170 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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+ | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.805 ms | 0 - 243 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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+ | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 17.741 ms | 12 - 143 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 17.529 ms | 5 - 135 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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+ | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 27.379 ms | 320 - 320 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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+ | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 26.354 ms | 114 - 114 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
129
  Estimated inference time (ms) : 138.1
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+ Estimated peak memory usage (MB): [0, 248]
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  Total # Ops : 874
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  Compute Unit(s) : npu (874 ops) gpu (0 ops) cpu (0 ops)
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  ```