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FastSam-X

Image Segmentation
PyTorch
LiteRT
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-x.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: 72.2M
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  - Model size: 276 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-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 46.547 ms | 4 - 56 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 46.123 ms | 5 - 23 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 | 46.751 ms | 11 - 396 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 | TFLITE | 35.177 ms | 3 - 189 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 35.674 ms | 5 - 62 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 | 33.746 ms | 17 - 82 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 | TFLITE | 31.271 ms | 3 - 100 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 28.113 ms | 5 - 59 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 26.771 ms | 15 - 73 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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- | FastSam-X | SA7255P ADP | SA7255P | TFLITE | 2097.06 ms | 0 - 95 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | SA7255P ADP | SA7255P | QNN | 2093.955 ms | 5 - 14 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 46.609 ms | 4 - 57 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | SA8255 (Proxy) | SA8255P Proxy | QNN | 42.302 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | SA8295P ADP | SA8295P | TFLITE | 89.685 ms | 4 - 95 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | SA8295P ADP | SA8295P | QNN | 80.13 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 46.307 ms | 4 - 58 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | SA8650 (Proxy) | SA8650P Proxy | QNN | 42.167 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | SA8775P ADP | SA8775P | TFLITE | 86.727 ms | 4 - 98 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | SA8775P ADP | SA8775P | QNN | 84.183 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2097.06 ms | 0 - 95 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2093.955 ms | 5 - 14 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 43.803 ms | 4 - 52 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 42.764 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 86.727 ms | 4 - 98 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 84.183 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 96.798 ms | 4 - 195 MB | FP16 | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 89.985 ms | 5 - 64 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.542 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | FastSam-X | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 46.83 ms | 139 - 139 MB | FP16 | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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@@ -125,12 +125,12 @@ python -m qai_hub_models.models.fastsam_x.export
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  Profiling Results
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  ------------------------------------------------------------
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  FastSam-X
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 46.5
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- Estimated peak memory usage (MB): [4, 56]
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- Total # Ops : 419
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- Compute Unit(s) : NPU (419 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-x.pt
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  - Inference latency: RealTime
 
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  - Number of parameters: 72.2M
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  - Model size: 276 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-X | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 280.805 ms | 4 - 98 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 277.446 ms | 5 - 14 MB | NPU | Use Export Script |
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+ | FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 91.198 ms | 4 - 193 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 101.603 ms | 0 - 70 MB | NPU | Use Export Script |
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+ | FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 46.334 ms | 4 - 56 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 42.629 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 70.592 ms | 3 - 96 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 68.113 ms | 3 - 12 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 280.805 ms | 4 - 98 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 277.446 ms | 5 - 14 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 45.381 ms | 4 - 58 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 44.411 ms | 5 - 8 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 89.678 ms | 1 - 91 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 80.098 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.409 ms | 4 - 56 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 42.767 ms | 5 - 12 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 70.592 ms | 3 - 96 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 68.113 ms | 3 - 12 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 47.026 ms | 4 - 63 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 42.984 ms | 5 - 27 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 46.412 ms | 13 - 323 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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+ | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 34.752 ms | 2 - 186 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 32.74 ms | 5 - 65 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 33.399 ms | 15 - 79 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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+ | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 31.038 ms | 4 - 100 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 26.405 ms | 5 - 60 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 30.363 ms | 10 - 67 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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+ | FastSam-X | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.548 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 46.794 ms | 139 - 139 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  FastSam-X
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 280.8
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+ Estimated peak memory usage (MB): [4, 98]
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+ Total # Ops : 419
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+ Compute Unit(s) : npu (419 ops) gpu (0 ops) cpu (0 ops)
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  ```
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