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FastSam-S

Image Segmentation
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ONNX
android
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@@ -35,45 +35,44 @@ 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 | 7.573 ms | 4 - 28 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 | 8.114 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 | 9.607 ms | 11 - 79 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 | 5.605 ms | 4 - 42 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 | 6.017 ms | 5 - 42 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 | 6.61 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 | 5.1 ms | 3 - 37 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 | 4.644 ms | 5 - 38 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.417 ms | 15 - 50 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 | 7.272 ms | 4 - 28 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 | 7.756 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA7255P ADP | SA7255P | TFLITE | 257.047 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 | 257.515 ms | 3 - 13 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.251 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 7.636 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8295P ADP | SA8295P | TFLITE | 15.2 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 | 14.027 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.655 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 7.635 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | SA8775P ADP | SA8775P | TFLITE | 13.757 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 | 14.161 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13.844 ms | 4 - 39 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 | 13.685 ms | 5 - 41 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.2 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.935 ms | 23 - 23 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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- pip install "qai-hub-models[fastsam_s]"
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  ```
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-
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
@@ -124,8 +123,8 @@ 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) : 7.6
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- Estimated peak memory usage (MB): [4, 28]
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  Total # Ops : 287
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  Compute Unit(s) : NPU (287 ops)
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  ```
@@ -152,7 +151,7 @@ from qai_hub_models.models.fastsam_s import Model
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  torch_model = Model.from_pretrained()
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  # Device
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- device = hub.Device("Samsung Galaxy S23")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
@@ -244,7 +243,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of FastSam-S can be found [here](https://github.com/CASIA-IVA-Lab/FastSAM/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://github.com/CASIA-IVA-Lab/FastSAM/blob/main/LICENSE)
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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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  ## Installation
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+ Install the package via pip:
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  ```bash
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+ pip install "qai-hub-models[fastsam-s]"
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  ```
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
 
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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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  ```
 
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  torch_model = Model.from_pretrained()
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  # Device
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+ device = hub.Device("Samsung Galaxy S24")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
 
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  ## License
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+ * The license for the original implementation of FastSam-S can be found
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+ [here](https://github.com/CASIA-IVA-Lab/FastSAM/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://github.com/CASIA-IVA-Lab/FastSAM/blob/main/LICENSE)
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