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FastSam-S

Image Segmentation
PyTorch
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android
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@@ -1,6 +1,6 @@
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  ---
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  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
@@ -25,7 +25,7 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Semantic segmentation
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  - **Model Stats:**
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  - Model checkpoint: fastsam-s.pt
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  - Inference latency: RealTime
@@ -33,37 +33,37 @@ More details on model performance across various devices, can be found
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  - Number of parameters: 11.8M
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  - Model size: 45.1 MB
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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 | 7.146 ms | 4 - 30 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 | 7.855 ms | 5 - 17 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 | 8.745 ms | 12 - 87 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 | 5.405 ms | 4 - 59 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 | 5.742 ms | 2 - 40 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 | 6.37 ms | 17 - 63 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 | 4.932 ms | 4 - 48 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 | 5.141 ms | 5 - 36 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.54 ms | 16 - 54 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 | 256.457 ms | 4 - 45 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 | 256.066 ms | 4 - 14 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.186 ms | 4 - 29 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 | 7.149 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8295P ADP | SA8295P | TFLITE | 14.929 ms | 4 - 43 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 | 13.288 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.197 ms | 4 - 29 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 | 7.277 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8775P ADP | SA8775P | TFLITE | 13.329 ms | 4 - 46 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 | 13.24 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 256.457 ms | 4 - 45 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 | 256.066 ms | 4 - 14 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.166 ms | 4 - 29 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 | 7.078 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 13.329 ms | 4 - 46 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 | 13.24 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.837 ms | 4 - 61 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 | 13.887 ms | 5 - 39 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.651 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.21 ms | 19 - 19 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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@@ -125,12 +125,12 @@ python -m qai_hub_models.models.fastsam_s.export
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  Profiling Results
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  ------------------------------------------------------------
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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) : 7.1
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- Estimated peak memory usage (MB): [4, 30]
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- Total # Ops : 287
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- Compute Unit(s) : NPU (287 ops)
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  ```
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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - android
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  pipeline_tag: image-segmentation
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.semantic_segmentation
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  - **Model Stats:**
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  - Model checkpoint: fastsam-s.pt
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  - Inference latency: RealTime
 
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  - Number of parameters: 11.8M
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  - Model size: 45.1 MB
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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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+ | FastSam-S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 38.382 ms | 4 - 45 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 38.039 ms | 4 - 14 MB | NPU | Use Export Script |
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+ | FastSam-S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 13.665 ms | 4 - 59 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 16.624 ms | 4 - 45 MB | NPU | Use Export Script |
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+ | FastSam-S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 7.153 ms | 4 - 28 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 7.163 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | FastSam-S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.053 ms | 4 - 45 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 10.897 ms | 2 - 16 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 38.382 ms | 4 - 45 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 38.039 ms | 4 - 14 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 7.262 ms | 4 - 30 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 7.071 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.895 ms | 4 - 44 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 13.25 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.945 ms | 4 - 30 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 7.186 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.053 ms | 4 - 45 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 10.897 ms | 2 - 16 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 7.24 ms | 4 - 29 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 7.151 ms | 5 - 17 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 8.689 ms | 15 - 90 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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+ | FastSam-S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.423 ms | 2 - 56 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 5.334 ms | 5 - 46 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.52 ms | 18 - 63 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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+ | FastSam-S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.927 ms | 4 - 49 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.702 ms | 5 - 40 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.827 ms | 17 - 55 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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+ | FastSam-S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.598 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.16 ms | 20 - 20 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  FastSam-S
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 38.4
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+ Estimated peak memory usage (MB): [4, 45]
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+ Total # Ops : 287
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+ Compute Unit(s) : npu (287 ops) gpu (0 ops) cpu (0 ops)
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  ```
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