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FastSam-S

Image Segmentation
PyTorch
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android
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@@ -1,9 +1,9 @@
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  ---
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  library_name: pytorch
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  license: agpl-3.0
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- pipeline_tag: image-segmentation
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  tags:
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  - android
 
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  ---
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@@ -35,31 +35,35 @@ 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-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.672 ms | 4 - 33 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 8.099 ms | 5 - 19 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
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- | FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 9.47 ms | 3 - 68 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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- | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.65 ms | 2 - 37 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.02 ms | 5 - 41 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
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- | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.587 ms | 17 - 57 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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- | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.394 ms | 0 - 36 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.555 ms | 5 - 38 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 6.312 ms | 13 - 48 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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- | FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.768 ms | 4 - 32 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 7.644 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA7255P ADP | SA7255P | TFLITE | 256.975 ms | 4 - 35 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | SA7255P ADP | SA7255P | QNN | 257.258 ms | 5 - 14 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.71 ms | 4 - 26 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | QNN | 7.615 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8295P ADP | SA8295P | TFLITE | 15.291 ms | 4 - 37 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | SA8295P ADP | SA8295P | QNN | 14.221 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.701 ms | 4 - 31 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | QNN | 7.721 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8775P ADP | SA8775P | TFLITE | 14.057 ms | 4 - 35 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | SA8775P ADP | SA8775P | QNN | 14.157 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.845 ms | 4 - 41 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 13.721 ms | 5 - 40 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.186 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.934 ms | 22 - 22 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
 
 
 
 
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@@ -123,8 +127,8 @@ Profiling Results
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  FastSam-S
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 7.7
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- Estimated peak memory usage (MB): [4, 33]
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  Total # Ops : 287
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  Compute Unit(s) : NPU (287 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
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  license: agpl-3.0
 
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  tags:
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  - android
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+ pipeline_tag: image-segmentation
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8
  ---
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35
 
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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-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.388 ms | 4 - 27 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 7.611 ms | 5 - 7 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
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+ | FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 9.551 ms | 12 - 84 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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+ | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.682 ms | 4 - 38 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 5.693 ms | 5 - 21 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
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+ | FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.527 ms | 17 - 59 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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+ | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 5.203 ms | 3 - 38 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.659 ms | 5 - 38 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.41 ms | 15 - 51 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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+ | FastSam-S | SA7255P ADP | SA7255P | TFLITE | 257.007 ms | 4 - 34 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | SA7255P ADP | SA7255P | QNN | 257.489 ms | 2 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.759 ms | 4 - 32 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | QNN | 7.737 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | SA8295P ADP | SA8295P | TFLITE | 15.309 ms | 4 - 33 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | SA8295P ADP | SA8295P | QNN | 14.219 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.711 ms | 4 - 25 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | QNN | 8.022 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | SA8775P ADP | SA8775P | TFLITE | 14.065 ms | 4 - 34 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | SA8775P ADP | SA8775P | QNN | 14.132 ms | 2 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 257.007 ms | 4 - 34 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 257.489 ms | 2 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.387 ms | 4 - 37 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 7.654 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 14.065 ms | 4 - 34 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 14.132 ms | 2 - 9 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.991 ms | 4 - 38 MB | FP16 | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 13.715 ms | 5 - 43 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.181 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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+ | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.956 ms | 22 - 22 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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  FastSam-S
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 7.4
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+ Estimated peak memory usage (MB): [4, 27]
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  Total # Ops : 287
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  Compute Unit(s) : NPU (287 ops)
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  ```