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FastSam-X

Image Segmentation
PyTorch
TF Lite
ONNX
android
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@@ -35,20 +35,20 @@ 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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- | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 45.252 ms | 5 - 21 MB | FP16 | NPU | [FastSam-X.so](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.so) |
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- | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 46.517 ms | 0 - 158 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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- | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 35.085 ms | 22 - 82 MB | FP16 | NPU | [FastSam-X.so](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.so) |
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- | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 34.97 ms | 15 - 174 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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- | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 30.725 ms | 5 - 62 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 27.499 ms | 0 - 76 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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- | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 40.724 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | QNN | 43.251 ms | 5 - 11 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | SA8775 (Proxy) | SA8775P Proxy | QNN | 44.085 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | QNN | 43.292 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | SA8295P ADP | SA8295P | QNN | 83.042 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 90.234 ms | 4 - 64 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 44.481 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 49.405 ms | 140 - 140 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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@@ -113,8 +113,8 @@ Profiling Results
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  FastSam-X
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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- Estimated inference time (ms) : 45.3
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- Estimated peak memory usage (MB): [5, 21]
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  Total # Ops : 418
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  Compute Unit(s) : NPU (418 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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+ | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 46.347 ms | 4 - 22 MB | FP16 | NPU | [FastSam-X.so](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.so) |
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+ | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 48.131 ms | 0 - 1260 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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+ | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 34.644 ms | 5 - 64 MB | FP16 | NPU | [FastSam-X.so](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.so) |
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+ | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 34.945 ms | 0 - 157 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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+ | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 27.041 ms | 5 - 63 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 31.76 ms | 0 - 76 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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+ | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 43.152 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | QNN | 43.517 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-X | SA8775 (Proxy) | SA8775P Proxy | QNN | 43.704 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | QNN | 43.486 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-X | SA8295P ADP | SA8295P | QNN | 83.059 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 88.07 ms | 4 - 65 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 44.416 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 49.553 ms | 139 - 139 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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  FastSam-X
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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+ Estimated inference time (ms) : 46.3
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+ Estimated peak memory usage (MB): [4, 22]
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  Total # Ops : 418
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  Compute Unit(s) : NPU (418 ops)
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  ```