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Segment-Anything-Model

Image Segmentation
PyTorch
LiteRT
ONNX
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android
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@@ -35,22 +35,24 @@ 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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- | SAMDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 29.098 ms | 2 - 20 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 20.232 ms | 2 - 227 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 28.959 ms | 4 - 12 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 29.061 ms | 4 - 25 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 28.99 ms | 4 - 47 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 29.004 ms | 4 - 7 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 32.396 ms | 4 - 222 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 20.466 ms | 2 - 157 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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- | SAMEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 11323.51 ms | 0 - 272 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 8300.484 ms | 123 - 1639 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 10870.158 ms | 124 - 286 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 10178.345 ms | 121 - 124 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 11283.428 ms | 120 - 125 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 10102.843 ms | 121 - 125 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 13526.091 ms | 131 - 1692 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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- | SAMEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 6334.196 ms | 98 - 1573 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
 
 
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@@ -115,8 +117,8 @@ Profiling Results
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  SAMDecoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 29.1
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- Estimated peak memory usage (MB): [2, 20]
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  Total # Ops : 337
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  Compute Unit(s) : NPU (337 ops)
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@@ -124,8 +126,8 @@ Compute Unit(s) : NPU (337 ops)
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  SAMEncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 11323.5
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- Estimated peak memory usage (MB): [0, 272]
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  Total # Ops : 818
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  Compute Unit(s) : GPU (36 ops) CPU (782 ops)
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  ```
 
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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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+ | SAMDecoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 29.177 ms | 4 - 12 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 20.232 ms | 3 - 230 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 16.874 ms | 2 - 163 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 29.037 ms | 4 - 12 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 28.98 ms | 4 - 12 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 29.066 ms | 4 - 6 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 29.012 ms | 4 - 12 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | SA8295P ADP | SA8295P | TFLITE | 36.365 ms | 0 - 153 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMDecoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 32.973 ms | 4 - 220 MB | FP16 | NPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMDecoder.tflite) |
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+ | SAMEncoder | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 10578.004 ms | 124 - 127 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 9199.727 ms | 121 - 1628 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 6686.187 ms | 122 - 1592 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 10519.059 ms | 123 - 127 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 10234.058 ms | 123 - 126 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 10476.142 ms | 123 - 126 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 11261.132 ms | 124 - 286 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | SA8295P ADP | SA8295P | TFLITE | 10774.664 ms | 124 - 1647 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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+ | SAMEncoder | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 14281.656 ms | 127 - 1691 MB | FP32 | CPU | [Segment-Anything-Model.tflite](https://huggingface.co/qualcomm/Segment-Anything-Model/blob/main/SAMEncoder.tflite) |
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  SAMDecoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 29.2
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+ Estimated peak memory usage (MB): [4, 12]
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  Total # Ops : 337
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  Compute Unit(s) : NPU (337 ops)
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  SAMEncoder
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 10578.0
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+ Estimated peak memory usage (MB): [124, 127]
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  Total # Ops : 818
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  Compute Unit(s) : GPU (36 ops) CPU (782 ops)
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  ```