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YOLOv8-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 +38 -29
README.md CHANGED
@@ -44,35 +44,44 @@ See our repository for [YOLOv8-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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- | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.957 ms | 1 - 233 MB | NPU
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- | YOLOv8-Segmentation | ONNX | float | Snapdragon® X2 Elite | 3.462 ms | 16 - 16 MB | NPU
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- | YOLOv8-Segmentation | ONNX | float | Snapdragon® X Elite | 6.843 ms | 17 - 17 MB | NPU
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- | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.054 ms | 17 - 299 MB | NPU
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- | YOLOv8-Segmentation | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.388 ms | 1 - 12 MB | NPU
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- | YOLOv8-Segmentation | ONNX | float | Qualcomm® QCS9075 | 7.781 ms | 12 - 15 MB | NPU
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- | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.308 ms | 1 - 222 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.987 ms | 5 - 199 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 2.859 ms | 5 - 5 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 4.968 ms | 5 - 5 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.417 ms | 5 - 211 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 17.113 ms | 1 - 180 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 4.605 ms | 5 - 98 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.525 ms | 1 - 183 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS9075 | 6.053 ms | 5 - 15 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.284 ms | 5 - 195 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA7255P | 17.113 ms | 1 - 180 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 9.419 ms | 0 - 166 MB | NPU
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- | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.761 ms | 0 - 181 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.835 ms | 0 - 99 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.01 ms | 0 - 108 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 16.304 ms | 4 - 83 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 4.104 ms | 4 - 7 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8775P | 5.941 ms | 4 - 88 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS9075 | 5.868 ms | 3 - 22 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 8.567 ms | 4 - 86 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA7255P | 16.304 ms | 4 - 83 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8295P | 8.665 ms | 4 - 60 MB | NPU
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- | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.259 ms | 0 - 84 MB | NPU
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of YOLOv8-Segmentation can be found
 
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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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+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.226 ms | 1 - 216 MB | NPU
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+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Elite Mobile | 4.667 ms | 13 - 212 MB | NPU
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+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® X2 Elite | 3.615 ms | 16 - 16 MB | NPU
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+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® X Elite | 7.254 ms | 17 - 17 MB | NPU
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+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® X Elite | 7.254 ms | 17 - 17 MB | NPU
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+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.878 ms | 15 - 248 MB | NPU
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+ | YOLOv8-Segmentation | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.492 ms | 12 - 19 MB | NPU
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+ | YOLOv8-Segmentation | ONNX | float | Qualcomm® QCS9075 | 7.952 ms | 12 - 15 MB | NPU
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+ | YOLOv8-Segmentation | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.667 ms | 13 - 212 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.984 ms | 5 - 199 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.758 ms | 5 - 186 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 2.881 ms | 5 - 5 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 4.985 ms | 5 - 5 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 4.985 ms | 5 - 5 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.427 ms | 0 - 207 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 17.151 ms | 0 - 179 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 4.638 ms | 5 - 6 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.492 ms | 0 - 181 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.492 ms | 0 - 181 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.492 ms | 0 - 181 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS9075 | 6.061 ms | 5 - 15 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.282 ms | 5 - 201 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA7255P | 17.151 ms | 0 - 179 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 9.445 ms | 1 - 167 MB | NPU
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+ | YOLOv8-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.758 ms | 5 - 186 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.811 ms | 0 - 99 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.261 ms | 0 - 84 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.02 ms | 0 - 109 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 16.329 ms | 4 - 83 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 4.121 ms | 0 - 5 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8775P | 5.957 ms | 4 - 88 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8775P | 5.957 ms | 4 - 88 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8775P | 5.957 ms | 4 - 88 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS9075 | 5.844 ms | 4 - 23 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 8.618 ms | 4 - 87 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA7255P | 16.329 ms | 4 - 83 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Qualcomm® SA8295P | 8.67 ms | 4 - 61 MB | NPU
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+ | YOLOv8-Segmentation | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.261 ms | 0 - 84 MB | NPU
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  ## License
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  * The license for the original implementation of YOLOv8-Segmentation can be found