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MobileSam

Image Segmentation
PyTorch
foundation
android
Model card Files
xet
 Community
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v0.50.2

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See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

Files changed (2) hide show
  1. README.md +61 -55
  2. release_assets.json +1 -1
README.md CHANGED
@@ -28,9 +28,9 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.1/mobilesam-onnx-float.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.1/mobilesam-qnn_dlc-float.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.1/mobilesam-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[MobileSam on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilesam)**.
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@@ -61,58 +61,64 @@ See our repository for [MobileSam on GitHub](https://github.com/qualcomm/ai-hub-
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
- | decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.955 ms | 0 - 243 MB | NPU
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- | decoder | ONNX | float | Snapdragon® X2 Elite | 3.03 ms | 11 - 11 MB | NPU
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- | decoder | ONNX | float | Snapdragon® X Elite | 7.603 ms | 11 - 11 MB | NPU
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- | decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.999 ms | 4 - 349 MB | NPU
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- | decoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.104 ms | 0 - 16 MB | NPU
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- | decoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.658 ms | 3 - 227 MB | NPU
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- | decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.173 ms | 4 - 203 MB | NPU
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- | decoder | QNN_DLC | float | Snapdragon® X2 Elite | 2.703 ms | 4 - 4 MB | NPU
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- | decoder | QNN_DLC | float | Snapdragon® X Elite | 5.245 ms | 4 - 4 MB | NPU
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- | decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.341 ms | 4 - 231 MB | NPU
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- | decoder | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 11.557 ms | 1 - 199 MB | NPU
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- | decoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 4.829 ms | 4 - 50 MB | NPU
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- | decoder | QNN_DLC | float | Qualcomm® SA8775P | 5.772 ms | 1 - 200 MB | NPU
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- | decoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 8.456 ms | 0 - 219 MB | NPU
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- | decoder | QNN_DLC | float | Qualcomm® SA7255P | 11.557 ms | 1 - 199 MB | NPU
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- | decoder | QNN_DLC | float | Qualcomm® SA8295P | 7.231 ms | 0 - 193 MB | NPU
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- | decoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.595 ms | 0 - 196 MB | NPU
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- | decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.399 ms | 0 - 205 MB | NPU
82
- | decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.906 ms | 0 - 228 MB | NPU
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- | decoder | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 13.038 ms | 0 - 201 MB | NPU
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- | decoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5.653 ms | 0 - 157 MB | NPU
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- | decoder | TFLITE | float | Qualcomm® SA8775P | 6.703 ms | 0 - 204 MB | NPU
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- | decoder | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 9.516 ms | 0 - 226 MB | NPU
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- | decoder | TFLITE | float | Qualcomm® SA7255P | 13.038 ms | 0 - 201 MB | NPU
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- | decoder | TFLITE | float | Qualcomm® SA8295P | 8.098 ms | 0 - 200 MB | NPU
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- | decoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.942 ms | 0 - 207 MB | NPU
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- | encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 88.265 ms | 20 - 1524 MB | NPU
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- | encoder | ONNX | float | Snapdragon® X2 Elite | 94.928 ms | 14 - 14 MB | NPU
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- | encoder | ONNX | float | Snapdragon® X Elite | 172.827 ms | 12 - 12 MB | NPU
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- | encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 126.751 ms | 20 - 3043 MB | NPU
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- | encoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 177.497 ms | 12 - 29 MB | NPU
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- | encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 102.158 ms | 8 - 1389 MB | NPU
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- | encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 48.494 ms | 12 - 1323 MB | NPU
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- | encoder | QNN_DLC | float | Snapdragon® X2 Elite | 51.581 ms | 12 - 12 MB | NPU
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- | encoder | QNN_DLC | float | Snapdragon® X Elite | 100.238 ms | 12 - 12 MB | NPU
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- | encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 65.826 ms | 12 - 1630 MB | NPU
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- | encoder | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 209.3 ms | 1 - 1209 MB | NPU
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- | encoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 96.945 ms | 12 - 843 MB | NPU
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- | encoder | QNN_DLC | float | Qualcomm® SA8775P | 103.023 ms | 1 - 1210 MB | NPU
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- | encoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 470.58 ms | 13 - 1741 MB | NPU
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- | encoder | QNN_DLC | float | Qualcomm® SA7255P | 209.3 ms | 1 - 1209 MB | NPU
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- | encoder | QNN_DLC | float | Qualcomm® SA8295P | 474.385 ms | 0 - 1257 MB | NPU
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- | encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 49.964 ms | 11 - 1214 MB | NPU
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- | encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 83.179 ms | 4 - 1349 MB | NPU
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- | encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 126.645 ms | 4 - 1499 MB | NPU
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- | encoder | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 295.692 ms | 4 - 1269 MB | NPU
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- | encoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 173.681 ms | 4 - 8 MB | NPU
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- | encoder | TFLITE | float | Qualcomm® SA8775P | 179.644 ms | 0 - 1264 MB | NPU
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- | encoder | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 585.325 ms | 0 - 3174 MB | NPU
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- | encoder | TFLITE | float | Qualcomm® SA7255P | 295.692 ms | 4 - 1269 MB | NPU
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- | encoder | TFLITE | float | Qualcomm® SA8295P | 502.376 ms | 4 - 1893 MB | NPU
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- | encoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 96.399 ms | 3 - 1265 MB | NPU
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of MobileSam can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
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+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.2/mobilesam-onnx-float.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.2/mobilesam-qnn_dlc-float.zip)
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+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.2/mobilesam-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[MobileSam on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mobilesam)**.
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61
  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
+ | decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.948 ms | 0 - 243 MB | NPU
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+ | decoder | ONNX | float | Snapdragon® X2 Elite | 3.023 ms | 11 - 11 MB | NPU
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+ | decoder | ONNX | float | Snapdragon® X Elite | 7.621 ms | 11 - 11 MB | NPU
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+ | decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.008 ms | 5 - 350 MB | NPU
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+ | decoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.11 ms | 0 - 15 MB | NPU
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+ | decoder | ONNX | float | Qualcomm® QCS9075 | 8.436 ms | 4 - 7 MB | NPU
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+ | decoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.655 ms | 0 - 222 MB | NPU
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+ | decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.379 ms | 3 - 203 MB | NPU
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+ | decoder | QNN_DLC | float | Snapdragon® X2 Elite | 2.849 ms | 4 - 4 MB | NPU
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+ | decoder | QNN_DLC | float | Snapdragon® X Elite | 5.973 ms | 4 - 4 MB | NPU
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+ | decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.844 ms | 0 - 311 MB | NPU
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+ | decoder | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 12.991 ms | 1 - 283 MB | NPU
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+ | decoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 5.527 ms | 4 - 6 MB | NPU
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+ | decoder | QNN_DLC | float | Qualcomm® SA8775P | 6.478 ms | 0 - 284 MB | NPU
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+ | decoder | QNN_DLC | float | Qualcomm® QCS9075 | 6.913 ms | 4 - 10 MB | NPU
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+ | decoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.63 ms | 2 - 227 MB | NPU
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+ | decoder | QNN_DLC | float | Qualcomm® SA7255P | 12.991 ms | 1 - 283 MB | NPU
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+ | decoder | QNN_DLC | float | Qualcomm® SA8295P | 8.029 ms | 0 - 196 MB | NPU
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+ | decoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.801 ms | 0 - 267 MB | NPU
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+ | decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.387 ms | 0 - 206 MB | NPU
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+ | decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.904 ms | 0 - 237 MB | NPU
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+ | decoder | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 13.052 ms | 0 - 201 MB | NPU
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+ | decoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5.649 ms | 0 - 8 MB | NPU
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+ | decoder | TFLITE | float | Qualcomm® SA8775P | 6.692 ms | 0 - 203 MB | NPU
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+ | decoder | TFLITE | float | Qualcomm® QCS9075 | 6.943 ms | 0 - 19 MB | NPU
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+ | decoder | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 9.518 ms | 0 - 224 MB | NPU
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+ | decoder | TFLITE | float | Qualcomm® SA7255P | 13.052 ms | 0 - 201 MB | NPU
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+ | decoder | TFLITE | float | Qualcomm® SA8295P | 8.088 ms | 0 - 200 MB | NPU
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+ | decoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.939 ms | 0 - 205 MB | NPU
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+ | encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 84.094 ms | 20 - 1522 MB | NPU
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+ | encoder | ONNX | float | Snapdragon® X2 Elite | 96.11 ms | 14 - 14 MB | NPU
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+ | encoder | ONNX | float | Snapdragon® X Elite | 172.164 ms | 12 - 12 MB | NPU
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+ | encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 125.916 ms | 20 - 3043 MB | NPU
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+ | encoder | ONNX | float | Qualcomm® QCS8550 (Proxy) | 177.901 ms | 12 - 40 MB | NPU
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+ | encoder | ONNX | float | Qualcomm® QCS9075 | 200.498 ms | 12 - 15 MB | NPU
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+ | encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 100.485 ms | 9 - 1390 MB | NPU
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+ | encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 48.926 ms | 12 - 1324 MB | NPU
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+ | encoder | QNN_DLC | float | Snapdragon® X2 Elite | 51.713 ms | 12 - 12 MB | NPU
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+ | encoder | QNN_DLC | float | Snapdragon® X Elite | 100.189 ms | 12 - 12 MB | NPU
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+ | encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 66.047 ms | 10 - 1628 MB | NPU
104
+ | encoder | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 209.31 ms | 0 - 1210 MB | NPU
105
+ | encoder | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 97.222 ms | 12 - 15 MB | NPU
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+ | encoder | QNN_DLC | float | Qualcomm® SA8775P | 103.074 ms | 1 - 1209 MB | NPU
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+ | encoder | QNN_DLC | float | Qualcomm® QCS9075 | 121.864 ms | 12 - 30 MB | NPU
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+ | encoder | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 469.913 ms | 11 - 1740 MB | NPU
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+ | encoder | QNN_DLC | float | Qualcomm® SA7255P | 209.31 ms | 0 - 1210 MB | NPU
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+ | encoder | QNN_DLC | float | Qualcomm® SA8295P | 474.209 ms | 0 - 1258 MB | NPU
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+ | encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 49.637 ms | 12 - 1215 MB | NPU
112
+ | encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 104.259 ms | 32 - 1233 MB | NPU
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+ | encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 167.58 ms | 17 - 1923 MB | NPU
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+ | encoder | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 360.435 ms | 29 - 1180 MB | NPU
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+ | encoder | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 216.954 ms | 33 - 37 MB | NPU
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+ | encoder | TFLITE | float | Qualcomm® SA8775P | 240.406 ms | 33 - 1227 MB | NPU
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+ | encoder | TFLITE | float | Qualcomm® QCS9075 | 289.564 ms | 32 - 109 MB | NPU
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+ | encoder | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 670.636 ms | 23 - 2068 MB | NPU
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+ | encoder | TFLITE | float | Qualcomm® SA7255P | 360.435 ms | 29 - 1180 MB | NPU
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+ | encoder | TFLITE | float | Qualcomm® SA8295P | 523.394 ms | 19 - 1181 MB | NPU
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+ | encoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 131.152 ms | 32 - 1235 MB | NPU
122
 
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  ## License
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  * The license for the original implementation of MobileSam can be found
release_assets.json CHANGED
@@ -1 +1 @@
1
- {"version":"0.50.1","precisions":{"float":{"universal_assets":{"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.17.0"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.1/mobilesam-tflite-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.1/mobilesam-qnn_dlc-float.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.1/mobilesam-onnx-float.zip"}}}}}
 
1
+ {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.2/mobilesam-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.2/mobilesam-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mobilesam/releases/v0.50.2/mobilesam-tflite-float.zip"}}}}}