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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 (4) hide show
  1. .gitattributes +2 -0
  2. README.md +62 -62
  3. ResNet101.dlc +3 -0
  4. ResNet101_w8a8.dlc +3 -0
.gitattributes CHANGED
@@ -35,3 +35,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  ResNet101.so filter=lfs diff=lfs merge=lfs -text
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  ResNet101_w8a8.so filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  ResNet101.so filter=lfs diff=lfs merge=lfs -text
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  ResNet101_w8a8.so filter=lfs diff=lfs merge=lfs -text
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+ ResNet101.dlc filter=lfs diff=lfs merge=lfs -text
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+ ResNet101_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -36,67 +36,67 @@ 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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- | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 135.297 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 135.993 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 4.698 ms | 0 - 110 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 5.522 ms | 1 - 34 MB | NPU | Use Export Script |
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- | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.333 ms | 0 - 508 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.24 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.513 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.322 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 135.297 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 135.993 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.34 ms | 0 - 414 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.263 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 5.624 ms | 0 - 81 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.483 ms | 1 - 17 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.369 ms | 0 - 505 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.233 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.513 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.322 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.35 ms | 0 - 243 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.251 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.319 ms | 0 - 203 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.405 ms | 0 - 135 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.393 ms | 1 - 48 MB | NPU | Use Export Script |
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- | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.432 ms | 0 - 49 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.962 ms | 0 - 112 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.235 ms | 0 - 41 MB | NPU | Use Export Script |
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- | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.38 ms | 1 - 43 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.433 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.39 ms | 86 - 86 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 16.165 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 16.612 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.357 ms | 0 - 95 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.83 ms | 0 - 77 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.157 ms | 0 - 235 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.269 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.318 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.424 ms | 0 - 11 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.254 ms | 0 - 77 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 6.273 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.517 ms | 0 - 7 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.165 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 16.612 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.149 ms | 0 - 231 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.277 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.779 ms | 0 - 45 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.905 ms | 0 - 16 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.163 ms | 0 - 232 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.277 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.318 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.424 ms | 0 - 11 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.158 ms | 0 - 235 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.271 ms | 0 - 194 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 40.024 ms | 3 - 213 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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- | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.905 ms | 0 - 91 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.975 ms | 0 - 77 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 29.144 ms | 13 - 2647 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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- | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.805 ms | 0 - 46 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.827 ms | 0 - 50 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 30.08 ms | 12 - 1012 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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- | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.245 ms | 0 - 0 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.284 ms | 58 - 58 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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@@ -160,7 +160,7 @@ Profiling Results
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  ResNet101
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 135.3
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  Estimated peak memory usage (MB): [0, 107]
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  Total # Ops : 147
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  Compute Unit(s) : npu (147 ops) gpu (0 ops) cpu (0 ops)
 
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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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+ | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 18.303 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 18.249 ms | 1 - 39 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 4.734 ms | 0 - 110 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 5.479 ms | 1 - 32 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.349 ms | 0 - 412 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.228 ms | 1 - 17 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.511 ms | 0 - 108 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 5.337 ms | 0 - 39 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 18.303 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 18.249 ms | 1 - 39 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.361 ms | 0 - 465 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.254 ms | 0 - 22 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 5.583 ms | 0 - 81 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 5.489 ms | 1 - 29 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.332 ms | 0 - 291 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.244 ms | 0 - 17 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.511 ms | 0 - 108 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 5.337 ms | 0 - 39 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.326 ms | 0 - 31 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.247 ms | 0 - 17 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.364 ms | 0 - 210 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.407 ms | 0 - 136 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.386 ms | 0 - 46 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.428 ms | 0 - 50 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 2.292 ms | 0 - 112 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.241 ms | 0 - 44 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.061 ms | 1 - 43 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.827 ms | 231 - 231 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.dlc) |
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+ | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.385 ms | 86 - 86 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.73 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.004 ms | 0 - 46 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
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+ | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.366 ms | 0 - 94 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.811 ms | 0 - 82 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
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+ | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.16 ms | 0 - 228 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.266 ms | 0 - 228 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
74
+ | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.324 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
75
+ | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.427 ms | 0 - 47 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
76
+ | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.38 ms | 0 - 77 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
77
+ | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 6.386 ms | 0 - 78 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
78
+ | ResNet101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.17 ms | 0 - 3 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
79
+ | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.73 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
80
+ | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.004 ms | 0 - 46 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
81
+ | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.154 ms | 0 - 234 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
82
+ | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.275 ms | 0 - 227 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
83
+ | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.786 ms | 0 - 47 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
84
+ | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.894 ms | 0 - 51 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
85
+ | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.165 ms | 0 - 231 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
86
+ | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.27 ms | 0 - 226 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
87
+ | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.324 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
88
+ | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.427 ms | 0 - 47 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
89
+ | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.156 ms | 0 - 234 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
90
+ | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.274 ms | 0 - 225 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
91
+ | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 41.511 ms | 4 - 196 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
92
+ | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.89 ms | 0 - 92 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
93
+ | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.978 ms | 0 - 79 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
94
+ | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 29.246 ms | 12 - 2646 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
95
+ | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.786 ms | 0 - 45 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
96
+ | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.861 ms | 0 - 52 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
97
+ | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 30.064 ms | 10 - 1009 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
98
+ | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.269 ms | 204 - 204 MB | NPU | [ResNet101.dlc](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.dlc) |
99
+ | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.232 ms | 53 - 53 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
100
 
101
 
102
 
 
160
  ResNet101
161
  Device : cs_8275 (ANDROID 14)
162
  Runtime : TFLITE
163
+ Estimated inference time (ms) : 18.3
164
  Estimated peak memory usage (MB): [0, 107]
165
  Total # Ops : 147
166
  Compute Unit(s) : npu (147 ops) gpu (0 ops) cpu (0 ops)
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