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YOLOv8-Segmentation

Image Segmentation
PyTorch
real_time
android
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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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  - real_time
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  - android
@@ -23,45 +23,63 @@ This model is an implementation of YOLOv8-Segmentation found [here](https://gith
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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: YOLOv8N-Seg
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  - Input resolution: 640x640
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  - Number of parameters: 3.43M
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- - Model size: 13.2 MB
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  - Number of output classes: 80
 
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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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- | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 8.23 ms | 4 - 26 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 6.154 ms | 5 - 22 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.466 ms | 12 - 47 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.993 ms | 3 - 53 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.31 ms | 51 - 106 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.408 ms | 16 - 82 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.728 ms | 4 - 47 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.483 ms | 5 - 51 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.573 ms | 4 - 55 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA7255P ADP | SA7255P | TFLITE | 94.179 ms | 4 - 45 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA7255P ADP | SA7255P | QNN | 90.395 ms | 1 - 10 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 8.121 ms | 4 - 22 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.978 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA8295P ADP | SA8295P | TFLITE | 12.528 ms | 4 - 33 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA8295P ADP | SA8295P | QNN | 9.108 ms | 0 - 18 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 8.094 ms | 4 - 24 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.076 ms | 5 - 8 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA8775P ADP | SA8775P | TFLITE | 11.909 ms | 4 - 45 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | SA8775P ADP | SA8775P | QNN | 8.095 ms | 1 - 11 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 94.179 ms | 4 - 45 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 90.395 ms | 1 - 10 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 8.248 ms | 5 - 26 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.914 ms | 5 - 8 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 11.909 ms | 4 - 45 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 8.095 ms | 1 - 11 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 11.636 ms | 4 - 44 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 9.636 ms | 5 - 39 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.444 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | YOLOv8-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.793 ms | 17 - 17 MB | FP16 | NPU | -- |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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1
  ---
2
  library_name: pytorch
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+ license: other
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  tags:
5
  - real_time
6
  - android
 
23
 
24
  ### 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: YOLOv8N-Seg
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  - Input resolution: 640x640
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  - Number of parameters: 3.43M
 
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  - Number of output classes: 80
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+ - Model size (float): 13.2 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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+ | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 21.538 ms | 4 - 45 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 17.653 ms | 1 - 10 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 11.566 ms | 4 - 41 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 10.982 ms | 5 - 45 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 8.068 ms | 4 - 24 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.889 ms | 5 - 7 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.309 ms | 4 - 46 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 6.717 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 21.538 ms | 4 - 45 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 17.653 ms | 1 - 10 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 8.127 ms | 4 - 23 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.93 ms | 6 - 8 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 12.529 ms | 4 - 32 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 9.069 ms | 0 - 20 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 8.174 ms | 4 - 24 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.972 ms | 5 - 7 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.309 ms | 4 - 46 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 6.717 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 8.195 ms | 4 - 22 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.863 ms | 5 - 23 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.383 ms | 16 - 51 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.913 ms | 3 - 52 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.583 ms | 5 - 58 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.667 ms | 15 - 81 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.805 ms | 3 - 50 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.297 ms | 5 - 56 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.2 ms | 5 - 57 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.295 ms | 5 - 5 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.25 ms | 17 - 17 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 8.98 ms | 1 - 10 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.352 ms | 2 - 50 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.668 ms | 2 - 6 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.302 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 20.788 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 8.98 ms | 1 - 10 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.671 ms | 2 - 5 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.897 ms | 0 - 18 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.661 ms | 4 - 6 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.302 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.677 ms | 2 - 15 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.437 ms | 6 - 35 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.035 ms | 2 - 44 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.034 ms | 10 - 61 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.731 ms | 2 - 44 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.715 ms | 10 - 58 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.267 ms | 2 - 2 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.485 ms | 15 - 15 MB | NPU | -- |
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