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SqueezeNet-1_1Quantized

Image Classification
PyTorch
LiteRT
ONNX
backbone
quantized
android
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@@ -36,38 +36,38 @@ 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 | 0.197 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 | 0.36 ms | 0 - 3 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 | 0.488 ms | 0 - 7 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 | 0.139 ms | 0 - 19 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 | 0.266 ms | 0 - 18 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 | 0.345 ms | 0 - 23 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 | 0.139 ms | 0 - 22 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 | 0.269 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.419 ms | 0 - 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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- | SqueezeNet-1_1Quantized | SA7255P ADP | SA7255P | TFLITE | 1.297 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 | 1.66 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.201 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.368 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | SA8295P ADP | SA8295P | TFLITE | 0.519 ms | 0 - 18 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 | 0.712 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.197 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.371 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | SA8775P ADP | SA8775P | TFLITE | 0.446 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 | SA8775P ADP | SA8775P | QNN | 0.65 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 0.5 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 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.901 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 4.68 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 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1.297 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1.66 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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  | SqueezeNet-1_1Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.198 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 | 0.376 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.446 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.65 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.232 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.41 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.47 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | SqueezeNet-1_1Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.49 ms | 0 - 0 MB | INT8 | NPU | [SqueezeNet-1_1Quantized.onnx](https://huggingface.co/qualcomm/SqueezeNet-1_1Quantized/blob/main/SqueezeNet-1_1Quantized.onnx) |
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@@ -132,7 +132,7 @@ 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, 10]
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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 | 0.198 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.37 ms | 0 - 4 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 | 0.481 ms | 0 - 7 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 | 0.144 ms | 0 - 19 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 | 0.268 ms | 0 - 18 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 | 0.343 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 | 0.163 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 | 0.269 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.389 ms | 0 - 20 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 | SA7255P ADP | SA7255P | TFLITE | 1.307 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 | 1.632 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.2 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.369 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | SA8295P ADP | SA8295P | TFLITE | 0.503 ms | 0 - 18 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 | 0.722 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.186 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 | 0.365 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | SA8775P ADP | SA8775P | TFLITE | 0.454 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 | SA8775P ADP | SA8775P | QNN | 0.666 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 0.478 ms | 0 - 21 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 | 0.931 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 4.3 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 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1.307 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1.632 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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  | SqueezeNet-1_1Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.198 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 | 0.376 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.454 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.666 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.296 ms | 0 - 22 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 | 0.474 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.457 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | SqueezeNet-1_1Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.497 ms | 0 - 0 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, 3]
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  Total # Ops : 43
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  Compute Unit(s) : NPU (43 ops)
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  ```