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YOLO26-Segmentation

Image Segmentation
PyTorch
real_time
android
Model card Files
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 Community
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v0.53.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.

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  1. README.md +66 -51
README.md CHANGED
@@ -44,57 +44,72 @@ See our repository for [YOLO26-Segmentation on GitHub](https://github.com/qualco
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.088 ms | 14 - 189 MB | NPU
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- | YOLO26-Segmentation | ONNX | float | Snapdragon® X2 Elite | 3.931 ms | 16 - 16 MB | NPU
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- | YOLO26-Segmentation | ONNX | float | Snapdragon® X Elite | 7.331 ms | 17 - 17 MB | NPU
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- | YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.79 ms | 16 - 229 MB | NPU
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- | YOLO26-Segmentation | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.891 ms | 11 - 19 MB | NPU
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- | YOLO26-Segmentation | ONNX | float | Qualcomm® QCS9075 | 9.949 ms | 13 - 15 MB | NPU
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- | YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.562 ms | 11 - 185 MB | NPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.661 ms | 0 - 94 MB | NPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® X2 Elite | 2.88 ms | 6 - 6 MB | NPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® X Elite | 6.852 ms | 7 - 7 MB | NPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.896 ms | 8 - 248 MB | NPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCS6490 | 458.899 ms | 174 - 180 MB | CPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.276 ms | 8 - 13 MB | NPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCS9075 | 7.135 ms | 8 - 11 MB | NPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCM6690 | 216.63 ms | 116 - 127 MB | CPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.982 ms | 2 - 89 MB | NPU
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- | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 194.553 ms | 171 - 181 MB | CPU
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- | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.255 ms | 5 - 169 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 3.084 ms | 5 - 5 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 5.507 ms | 5 - 5 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.683 ms | 0 - 186 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 16.381 ms | 1 - 159 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 5.079 ms | 5 - 18 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.205 ms | 1 - 161 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® QCS9075 | 7.366 ms | 5 - 15 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 10.568 ms | 4 - 208 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA7255P | 16.381 ms | 1 - 159 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 10.831 ms | 0 - 175 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.8 ms | 0 - 161 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.315 ms | 1 - 191 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.821 ms | 2 - 2 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® X Elite | 5.726 ms | 2 - 2 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.586 ms | 2 - 211 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 9.695 ms | 0 - 186 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.273 ms | 2 - 117 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.976 ms | 0 - 186 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 5.989 ms | 3 - 9 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 25.951 ms | 2 - 187 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA7255P | 9.695 ms | 0 - 186 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.645 ms | 2 - 188 MB | NPU
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- | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.231 ms | 2 - 190 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.633 ms | 0 - 167 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.15 ms | 3 - 192 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 17.306 ms | 4 - 165 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5.489 ms | 4 - 6 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8775P | 7.025 ms | 4 - 170 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Qualcomm® QCS9075 | 7.934 ms | 4 - 22 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 11.385 ms | 4 - 209 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Qualcomm® SA7255P | 17.306 ms | 4 - 165 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8295P | 11.407 ms | 4 - 182 MB | NPU
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- | YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.195 ms | 0 - 161 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of YOLO26-Segmentation can be found
 
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  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
+ | YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.439 ms | 0 - 174 MB | NPU
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+ | YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Elite Mobile | 5.312 ms | 11 - 194 MB | NPU
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+ | YOLO26-Segmentation | ONNX | float | Snapdragon® X2 Elite | 3.772 ms | 16 - 16 MB | NPU
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+ | YOLO26-Segmentation | ONNX | float | Snapdragon® X Elite | 7.279 ms | 17 - 17 MB | NPU
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+ | YOLO26-Segmentation | ONNX | float | Snapdragon® X Elite | 7.279 ms | 17 - 17 MB | NPU
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+ | YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.824 ms | 15 - 218 MB | NPU
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+ | YOLO26-Segmentation | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.839 ms | 11 - 21 MB | NPU
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+ | YOLO26-Segmentation | ONNX | float | Qualcomm® QCS9075 | 14.148 ms | 11 - 14 MB | NPU
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+ | YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.312 ms | 11 - 194 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.537 ms | 0 - 94 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.872 ms | 1 - 95 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® X2 Elite | 2.735 ms | 6 - 6 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® X Elite | 6.767 ms | 7 - 7 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® X Elite | 6.767 ms | 7 - 7 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.762 ms | 8 - 248 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCS6490 | 432.327 ms | 171 - 176 MB | CPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.167 ms | 6 - 12 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCS9075 | 7.394 ms | 8 - 11 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCM6690 | 217.45 ms | 173 - 183 MB | CPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.872 ms | 1 - 95 MB | NPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 193.877 ms | 104 - 115 MB | CPU
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+ | YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 193.877 ms | 104 - 115 MB | CPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.398 ms | 5 - 169 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.193 ms | 5 - 167 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 3.293 ms | 5 - 5 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 5.654 ms | 5 - 5 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 5.654 ms | 5 - 5 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.793 ms | 5 - 190 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 5.189 ms | 5 - 6 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.862 ms | 0 - 161 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.862 ms | 0 - 161 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.862 ms | 0 - 161 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® QCS9075 | 7.535 ms | 7 - 17 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 10.966 ms | 4 - 208 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 10.987 ms | 0 - 175 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.193 ms | 5 - 167 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.264 ms | 2 - 194 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.568 ms | 2 - 192 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.724 ms | 2 - 2 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® X Elite | 5.604 ms | 2 - 2 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® X Elite | 5.604 ms | 2 - 2 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.521 ms | 2 - 213 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 9.534 ms | 1 - 187 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.172 ms | 2 - 6 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.926 ms | 0 - 188 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.926 ms | 0 - 188 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.926 ms | 0 - 188 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.052 ms | 4 - 10 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 27.076 ms | 2 - 190 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA7255P | 9.534 ms | 1 - 187 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.568 ms | 2 - 192 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.419 ms | 2 - 190 MB | NPU
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+ | YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.419 ms | 2 - 190 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.62 ms | 0 - 168 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.186 ms | 0 - 161 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.124 ms | 3 - 193 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 17.296 ms | 4 - 165 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5.477 ms | 4 - 14 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8775P | 7.042 ms | 4 - 170 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8775P | 7.042 ms | 4 - 170 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8775P | 7.042 ms | 4 - 170 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Qualcomm® QCS9075 | 7.903 ms | 4 - 23 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 11.486 ms | 2 - 210 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Qualcomm® SA7255P | 17.296 ms | 4 - 165 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8295P | 11.413 ms | 4 - 181 MB | NPU
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+ | YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.186 ms | 0 - 161 MB | NPU
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  ## License
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  * The license for the original implementation of YOLO26-Segmentation can be found