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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
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@@ -32,34 +32,35 @@ This model is an implementation of YOLOv8-Detection found [here](https://github.
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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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- | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.429 ms | 0 - 13 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.087 ms | 6 - 8 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.46 ms | 7 - 41 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.379 ms | 0 - 50 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.914 ms | 3 - 22 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.504 ms | 7 - 65 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.975 ms | 0 - 43 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.017 ms | 5 - 49 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.636 ms | 5 - 51 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA7255P ADP | SA7255P | TFLITE | 73.21 ms | 0 - 38 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA7255P ADP | SA7255P | QNN | 69.254 ms | 1 - 8 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.451 ms | 0 - 13 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.058 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8295P ADP | SA8295P | TFLITE | 11.227 ms | 0 - 27 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8295P ADP | SA8295P | QNN | 7.632 ms | 0 - 14 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.387 ms | 0 - 17 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.06 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8775P ADP | SA8775P | TFLITE | 10.51 ms | 0 - 39 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | SA8775P ADP | SA8775P | QNN | 6.632 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 73.21 ms | 0 - 38 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 69.254 ms | 1 - 8 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.069 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 10.51 ms | 0 - 39 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 6.632 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.984 ms | 0 - 37 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.076 ms | 5 - 32 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.475 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.761 ms | 5 - 5 MB | FP16 | NPU | -- |
 
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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-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.377 ms | 0 - 14 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.067 ms | 5 - 8 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.779 ms | 1 - 34 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.355 ms | 0 - 47 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.886 ms | 0 - 20 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.701 ms | 3 - 61 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.989 ms | 0 - 43 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.013 ms | 5 - 46 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.547 ms | 5 - 49 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA7255P ADP | SA7255P | TFLITE | 73.311 ms | 0 - 38 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA7255P ADP | SA7255P | QNN | 69.092 ms | 0 - 9 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.367 ms | 0 - 14 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.062 ms | 5 - 7 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA8295P ADP | SA8295P | TFLITE | 11.212 ms | 0 - 26 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA8295P ADP | SA8295P | QNN | 7.63 ms | 0 - 18 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.539 ms | 0 - 12 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.116 ms | 5 - 8 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA8775P ADP | SA8775P | TFLITE | 10.592 ms | 0 - 39 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | SA8775P ADP | SA8775P | QNN | 6.606 ms | 1 - 10 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 73.311 ms | 0 - 38 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 69.092 ms | 0 - 9 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.406 ms | 0 - 12 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.066 ms | 5 - 7 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 10.592 ms | 0 - 39 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 6.606 ms | 1 - 10 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 10.549 ms | 0 - 35 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.323 ms | 5 - 36 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.479 ms | 5 - 5 MB | FP16 | NPU | -- |
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+ | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.329 ms | 5 - 5 MB | FP16 | NPU | -- |
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