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FastSam-X

Image Segmentation
PyTorch
LiteRT
ONNX
android
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v0.31.0

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See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (3) hide show
  1. .gitattributes +1 -0
  2. FastSam-X.dlc +3 -0
  3. README.md +34 -32
.gitattributes CHANGED
@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  FastSam-X.so filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  FastSam-X.so filter=lfs diff=lfs merge=lfs -text
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+ FastSam-X.dlc filter=lfs diff=lfs merge=lfs -text
FastSam-X.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b3017812f05d76c015a64153325051ffb9eb1b694a709331b2523961940694ec
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+ size 289269467
README.md CHANGED
@@ -35,33 +35,35 @@ More details on model performance across various devices, can be found
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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) | QNN | 2094.279 ms | 5 - 14 MB | NPU | Use Export Script |
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- | FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 92.958 ms | 4 - 199 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 | 99.394 ms | 5 - 88 MB | NPU | Use Export Script |
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- | FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 43.602 ms | 4 - 68 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 | 42.594 ms | 5 - 8 MB | NPU | Use Export Script |
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- | FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 70.714 ms | 4 - 118 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 | 68.128 ms | 1 - 11 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2094.279 ms | 5 - 14 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 45.407 ms | 1 - 60 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 | 43.169 ms | 5 - 7 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 89.577 ms | 3 - 104 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 | 79.849 ms | 0 - 16 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.386 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 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 42.826 ms | 5 - 7 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 70.714 ms | 4 - 118 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 | 68.128 ms | 1 - 11 MB | NPU | Use Export Script |
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- | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 43.786 ms | 4 - 60 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 | 43.288 ms | 5 - 31 MB | NPU | Use Export Script |
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- | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 48.573 ms | 12 - 322 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 | 34.806 ms | 3 - 213 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 | 33.533 ms | 5 - 89 MB | NPU | Use Export Script |
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- | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 34.229 ms | 13 - 99 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 | 30.673 ms | 3 - 120 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 | 28.818 ms | 5 - 83 MB | NPU | Use Export Script |
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- | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.71 ms | 17 - 90 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 | 43.717 ms | 5 - 5 MB | NPU | Use Export Script |
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- | FastSam-X | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 47.241 ms | 139 - 139 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
 
 
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@@ -124,11 +126,11 @@ 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 : QNN
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- Estimated inference time (ms) : 2094.3
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- Estimated peak memory usage (MB): [5, 14]
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- Total # Ops : 418
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- Compute Unit(s) : npu (418 ops) gpu (0 ops) cpu (0 ops)
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  ```
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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 | 280.992 ms | 4 - 120 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_DLC | 277.315 ms | 4 - 90 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 88.853 ms | 4 - 198 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_DLC | 99.798 ms | 5 - 93 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 46.209 ms | 4 - 65 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_DLC | 40.425 ms | 5 - 32 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 70.685 ms | 1 - 113 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_DLC | 67.905 ms | 4 - 87 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 280.992 ms | 4 - 120 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_DLC | 277.315 ms | 4 - 90 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 46.416 ms | 4 - 61 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_DLC | 42.995 ms | 5 - 36 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 89.574 ms | 4 - 105 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_DLC | 79.789 ms | 5 - 82 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 45.724 ms | 4 - 66 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_DLC | 42.818 ms | 5 - 30 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 70.685 ms | 1 - 113 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_DLC | 67.905 ms | 4 - 87 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 46.298 ms | 4 - 62 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_DLC | 42.361 ms | 5 - 30 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 46.495 ms | 10 - 320 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 | 35.006 ms | 3 - 210 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_DLC | 32.931 ms | 5 - 86 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 34.431 ms | 13 - 95 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 | 30.716 ms | 4 - 121 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_DLC | 25.394 ms | 5 - 91 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 30.3 ms | 15 - 88 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_DLC | 45.562 ms | 355 - 355 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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+ | FastSam-X | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 47.276 ms | 139 - 139 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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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) : 281.0
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+ Estimated peak memory usage (MB): [4, 120]
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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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