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SqueezeNet-1_1Quantized

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PyTorch
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ONNX
backbone
quantized
android
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@@ -36,34 +36,34 @@ 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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- | SqueezeNet-1_1Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.203 ms | 0 - 27 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.46 ms | 0 - 10 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.so](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.so) |
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- | SqueezeNet-1_1Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 36.264 ms | 10 - 13 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.onnx](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.onnx) |
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- | SqueezeNet-1_1Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.156 ms | 0 - 10 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.342 ms | 0 - 12 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.so](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.so) |
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- | SqueezeNet-1_1Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 28.6 ms | 10 - 995 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.onnx](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.onnx) |
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- | SqueezeNet-1_1Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.154 ms | 0 - 9 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.363 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 33.391 ms | 12 - 936 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.onnx](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.onnx) |
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- | SqueezeNet-1_1Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 0.5 ms | 0 - 16 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.998 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 4.064 ms | 0 - 4 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.198 ms | 0 - 68 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.432 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | SA7255P ADP | SA7255P | TFLITE | 1.376 ms | 0 - 12 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | SA7255P ADP | SA7255P | QNN | 2.073 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.208 ms | 0 - 4 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.429 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | SA8295P ADP | SA8295P | TFLITE | 0.505 ms | 0 - 8 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | SA8295P ADP | SA8295P | QNN | 1.017 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.2 ms | 0 - 9 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.429 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | SA8775P ADP | SA8775P | TFLITE | 0.469 ms | 0 - 8 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | SA8775P ADP | SA8775P | QNN | 0.937 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.239 ms | 0 - 13 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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- | SqueezeNet-1_1Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.513 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.546 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 44.174 ms | 19 - 19 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.onnx](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.onnx) |
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@@ -128,7 +128,7 @@ SqueezeNet-1_1Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.2
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- Estimated peak memory usage (MB): [0, 27]
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  Total # Ops : 43
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  Compute Unit(s) : NPU (43 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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+ | SqueezeNet-1_1Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.205 ms | 0 - 10 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.471 ms | 0 - 10 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.so](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.so) |
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+ | SqueezeNet-1_1Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.522 ms | 0 - 8 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.onnx](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.onnx) |
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+ | SqueezeNet-1_1Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.153 ms | 0 - 23 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.345 ms | 0 - 25 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.so](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.so) |
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+ | SqueezeNet-1_1Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.342 ms | 0 - 24 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.onnx](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.onnx) |
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+ | SqueezeNet-1_1Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.126 ms | 0 - 17 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.348 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.402 ms | 0 - 18 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.onnx](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.onnx) |
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+ | SqueezeNet-1_1Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 0.508 ms | 0 - 15 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.993 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 4.423 ms | 0 - 3 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.207 ms | 0 - 10 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.433 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | SA7255P ADP | SA7255P | TFLITE | 1.377 ms | 0 - 9 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | SA7255P ADP | SA7255P | QNN | 2.139 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.202 ms | 0 - 11 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.43 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | SA8295P ADP | SA8295P | TFLITE | 0.508 ms | 0 - 16 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | SA8295P ADP | SA8295P | QNN | 1.427 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.206 ms | 0 - 10 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.432 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | SA8775P ADP | SA8775P | TFLITE | 0.47 ms | 0 - 10 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | SA8775P ADP | SA8775P | QNN | 0.949 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.26 ms | 0 - 17 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.tflite](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.tflite) |
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+ | SqueezeNet-1_1Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.518 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.553 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.516 ms | 3 - 3 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.onnx](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.2
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+ Estimated peak memory usage (MB): [0, 10]
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  Total # Ops : 43
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  Compute Unit(s) : NPU (43 ops)
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  ```