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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
Model card Files
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v0.61.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.61.0 for changelog.

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  1. README.md +152 -151
README.md CHANGED
@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: other
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  tags:
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  - real_time
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  - android
@@ -15,18 +15,18 @@ pipeline_tag: object-detection
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  Ultralytics YOLOv8 is a machine learning model that predicts bounding boxes and classes of objects in an image.
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  This is based on the implementation of YOLOv8-Detection found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/detect).
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- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolov8_det) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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  ## Getting Started
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  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
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- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolov8_det) Python library to compile and export the model with your own:
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  - Custom weights (e.g., fine-tuned checkpoints)
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  - Custom input shapes
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  - Target device and runtime configurations
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- See our repository for [YOLOv8-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolov8_det) for usage instructions.
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  ## Model Details
@@ -44,155 +44,156 @@ See our repository for [YOLOv8-Detection on GitHub](https://github.com/qualcomm/
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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-Detection | ONNX | float | Snapdragon® X2 Elite | 3.124 ms | 5 - 5 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Snapdragon® X Elite | 6.544 ms | 5 - 5 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.368 ms | 5 - 225 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 13.539 ms | 5 - 202 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 8.268 ms | 5 - 8 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.877 ms | 0 - 13 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Qualcomm® QCS8450 | 13.539 ms | 5 - 202 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 8.051 ms | 5 - 7 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.544 ms | 5 - 5 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.236 ms | 0 - 197 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.236 ms | 0 - 197 MB | NPU
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- | YOLOv8-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.814 ms | 1 - 216 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.166 ms | 2 - 2 MB | NPU
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  | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.032 ms | 1 - 1 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.918 ms | 0 - 94 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 6.18 ms | 3 - 94 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 16.068 ms | 2 - 5 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.265 ms | 2 - 6 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.793 ms | 2 - 6 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 6.18 ms | 3 - 94 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.223 ms | 2 - 5 MB | NPU
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  | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.032 ms | 1 - 1 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 25.57 ms | 3 - 194 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 6.578 ms | 3 - 184 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.231 ms | 1 - 70 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.231 ms | 1 - 70 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.027 ms | 0 - 73 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 6.578 ms | 3 - 184 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® X2 Elite | 0.67 ms | 1 - 1 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® X Elite | 1.581 ms | 0 - 0 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.017 ms | 0 - 72 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.836 ms | 0 - 70 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 10.423 ms | 1 - 4 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.578 ms | 0 - 4 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.532 ms | 0 - 21 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® QCS8450 | 1.836 ms | 0 - 70 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.713 ms | 0 - 3 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.581 ms | 0 - 0 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.132 ms | 1 - 171 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.917 ms | 0 - 164 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.721 ms | 0 - 51 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.721 ms | 0 - 51 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.628 ms | 0 - 54 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.917 ms | 0 - 164 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X2 Elite | 2.817 ms | 2 - 2 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X Elite | 6.61 ms | 0 - 0 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 4.267 ms | 3 - 132 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 6.096 ms | 2 - 6 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.269 ms | 2 - 5 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 6.837 ms | 2 - 5 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 6.61 ms | 0 - 0 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 2.987 ms | 0 - 100 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Mobile | 2.987 ms | 0 - 100 MB | NPU
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- | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.68 ms | 0 - 116 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.459 ms | 5 - 5 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.224 ms | 5 - 5 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.775 ms | 5 - 215 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 7.714 ms | 5 - 191 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 5.09 ms | 5 - 12 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 13.668 ms | 1 - 186 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.792 ms | 5 - 6 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.313 ms | 1 - 188 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA8650P | 5.313 ms | 1 - 188 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA8255P | 5.313 ms | 1 - 188 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 7.714 ms | 5 - 191 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.096 ms | 5 - 11 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.224 ms | 5 - 5 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.09 ms | 5 - 196 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA7255P | 13.668 ms | 1 - 186 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA8295P | 7.888 ms | 0 - 161 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.09 ms | 5 - 196 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.849 ms | 5 - 198 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.635 ms | 2 - 2 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.69 ms | 2 - 2 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.245 ms | 0 - 73 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4.087 ms | 0 - 72 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 12.636 ms | 1 - 5 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.258 ms | 1 - 6 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 6.718 ms | 0 - 50 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.336 ms | 2 - 102 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 3.905 ms | 0 - 53 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 3.905 ms | 0 - 53 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 3.905 ms | 0 - 53 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 4.087 ms | 0 - 72 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 3.673 ms | 1 - 5 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 3.69 ms | 2 - 2 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 22.147 ms | 2 - 172 MB | NPU
134
- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.572 ms | 2 - 169 MB | NPU
135
- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.547 ms | 0 - 56 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 6.718 ms | 0 - 50 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 4.584 ms | 0 - 48 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.547 ms | 0 - 56 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.246 ms | 2 - 58 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.572 ms | 2 - 169 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.804 ms | 1 - 1 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.588 ms | 1 - 1 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.946 ms | 1 - 51 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.649 ms | 1 - 55 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.431 ms | 1 - 4 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.443 ms | 1 - 5 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.253 ms | 1 - 37 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.373 ms | 1 - 2 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.767 ms | 0 - 39 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.767 ms | 0 - 39 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.767 ms | 0 - 39 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.649 ms | 1 - 55 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.569 ms | 1 - 4 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.588 ms | 1 - 1 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 8.496 ms | 1 - 156 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.513 ms | 1 - 37 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.68 ms | 1 - 37 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.253 ms | 1 - 37 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.68 ms | 1 - 37 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.586 ms | 1 - 37 MB | NPU
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- | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.513 ms | 1 - 37 MB | NPU
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- | YOLOv8-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.475 ms | 0 - 104 MB | NPU
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- | YOLOv8-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 6.461 ms | 0 - 80 MB | NPU
164
- | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.71 ms | 0 - 15 MB | NPU
165
- | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 13.072 ms | 0 - 75 MB | NPU
166
- | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.362 ms | 0 - 5 MB | NPU
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- | YOLOv8-Detection | TFLITE | float | Qualcomm® SA8775P | 5.0 ms | 0 - 85 MB | NPU
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- | YOLOv8-Detection | TFLITE | float | Qualcomm® SA8650P | 5.0 ms | 0 - 85 MB | NPU
169
- | YOLOv8-Detection | TFLITE | float | Qualcomm® SA8255P | 5.0 ms | 0 - 85 MB | NPU
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- | YOLOv8-Detection | TFLITE | float | Qualcomm® QCS8450 | 6.461 ms | 0 - 80 MB | NPU
171
- | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.455 ms | 0 - 14 MB | NPU
172
- | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.861 ms | 0 - 90 MB | NPU
173
- | YOLOv8-Detection | TFLITE | float | Qualcomm® SA7255P | 13.072 ms | 0 - 75 MB | NPU
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- | YOLOv8-Detection | TFLITE | float | Qualcomm® SA8295P | 7.33 ms | 0 - 53 MB | NPU
175
- | YOLOv8-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.861 ms | 0 - 90 MB | NPU
176
- | YOLOv8-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.501 ms | 0 - 88 MB | NPU
177
- | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.894 ms | 0 - 50 MB | NPU
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- | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.594 ms | 0 - 54 MB | NPU
179
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.16 ms | 0 - 7 MB | NPU
180
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.389 ms | 0 - 7 MB | NPU
181
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.049 ms | 0 - 36 MB | NPU
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- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.309 ms | 0 - 2 MB | NPU
183
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 1.705 ms | 0 - 39 MB | NPU
184
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA8650P | 1.705 ms | 0 - 39 MB | NPU
185
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA8255P | 1.705 ms | 0 - 39 MB | NPU
186
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.594 ms | 0 - 54 MB | NPU
187
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.523 ms | 0 - 7 MB | NPU
188
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 8.393 ms | 0 - 151 MB | NPU
189
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.452 ms | 0 - 35 MB | NPU
190
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.65 ms | 0 - 35 MB | NPU
191
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 3.049 ms | 0 - 36 MB | NPU
192
- | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 2.128 ms | 0 - 34 MB | NPU
193
- | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.65 ms | 0 - 35 MB | NPU
194
- | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.576 ms | 0 - 37 MB | NPU
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- | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.452 ms | 0 - 35 MB | NPU
 
196
 
197
  ## License
198
  * The license for the original implementation of YOLOv8-Detection can be found
 
1
  ---
2
  library_name: pytorch
3
+ license: agpl-3.0
4
  tags:
5
  - real_time
6
  - android
 
15
  Ultralytics YOLOv8 is a machine learning model that predicts bounding boxes and classes of objects in an image.
16
 
17
  This is based on the implementation of YOLOv8-Detection found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/detect).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/yolov8_det) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
22
  ## Getting Started
23
  Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
24
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/yolov8_det) Python library to compile and export the model with your own:
25
  - Custom weights (e.g., fine-tuned checkpoints)
26
  - Custom input shapes
27
  - Target device and runtime configurations
28
 
29
+ See our repository for [YOLOv8-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/yolov8_det) for usage instructions.
30
 
31
 
32
  ## Model Details
 
44
  ## Performance Summary
45
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
46
  |---|---|---|---|---|---|---
47
+ | YOLOv8-Detection | ONNX | float | Snapdragon® X2 Elite | 3.123 ms | 5 - 5 MB | NPU
48
+ | YOLOv8-Detection | ONNX | float | Snapdragon® X Elite | 6.522 ms | 5 - 5 MB | NPU
49
+ | YOLOv8-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.377 ms | 5 - 225 MB | NPU
50
+ | YOLOv8-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 13.516 ms | 5 - 200 MB | NPU
51
+ | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 8.301 ms | 5 - 8 MB | NPU
52
+ | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.872 ms | 5 - 12 MB | NPU
53
+ | YOLOv8-Detection | ONNX | float | Qualcomm® QCS8450 | 13.516 ms | 5 - 200 MB | NPU
54
+ | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 8.084 ms | 5 - 7 MB | NPU
55
+ | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.522 ms | 5 - 5 MB | NPU
56
+ | YOLOv8-Detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.249 ms | 0 - 196 MB | NPU
57
+ | YOLOv8-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.249 ms | 0 - 196 MB | NPU
58
+ | YOLOv8-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.834 ms | 0 - 215 MB | NPU
59
+ | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.363 ms | 2 - 2 MB | NPU
60
  | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.032 ms | 1 - 1 MB | NPU
61
+ | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.915 ms | 0 - 93 MB | NPU
62
+ | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 6.12 ms | 3 - 94 MB | NPU
63
+ | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 15.56 ms | 2 - 5 MB | NPU
64
+ | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.268 ms | 2 - 6 MB | NPU
65
+ | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.79 ms | 2 - 6 MB | NPU
66
+ | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 6.12 ms | 3 - 94 MB | NPU
67
+ | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.212 ms | 2 - 5 MB | NPU
68
  | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.032 ms | 1 - 1 MB | NPU
69
+ | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 26.621 ms | 3 - 194 MB | NPU
70
+ | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 6.57 ms | 3 - 184 MB | NPU
71
+ | YOLOv8-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.234 ms | 1 - 73 MB | NPU
72
+ | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.234 ms | 1 - 73 MB | NPU
73
+ | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.026 ms | 1 - 76 MB | NPU
74
+ | YOLOv8-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 6.57 ms | 3 - 184 MB | NPU
75
+ | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® X2 Elite | 0.832 ms | 1 - 1 MB | NPU
76
+ | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® X Elite | 1.585 ms | 0 - 0 MB | NPU
77
+ | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.012 ms | 0 - 72 MB | NPU
78
+ | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.843 ms | 0 - 70 MB | NPU
79
+ | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 10.721 ms | 1 - 4 MB | NPU
80
+ | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.583 ms | 0 - 4 MB | NPU
81
+ | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.519 ms | 0 - 5 MB | NPU
82
+ | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® QCS8450 | 1.843 ms | 0 - 70 MB | NPU
83
+ | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.707 ms | 0 - 3 MB | NPU
84
+ | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.585 ms | 0 - 0 MB | NPU
85
+ | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.125 ms | 1 - 171 MB | NPU
86
+ | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.894 ms | 0 - 165 MB | NPU
87
+ | YOLOv8-Detection | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.723 ms | 0 - 53 MB | NPU
88
+ | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.723 ms | 0 - 53 MB | NPU
89
+ | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.626 ms | 0 - 54 MB | NPU
90
+ | YOLOv8-Detection | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.894 ms | 0 - 165 MB | NPU
91
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X2 Elite | 3.027 ms | 2 - 2 MB | NPU
92
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® X Elite | 6.662 ms | 0 - 0 MB | NPU
93
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 4.275 ms | 3 - 135 MB | NPU
94
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 6.097 ms | 2 - 6 MB | NPU
95
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.291 ms | 0 - 6 MB | NPU
96
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 6.835 ms | 2 - 5 MB | NPU
97
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 6.662 ms | 0 - 0 MB | NPU
98
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 2.982 ms | 0 - 101 MB | NPU
99
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Mobile | 2.982 ms | 0 - 101 MB | NPU
100
+ | YOLOv8-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.677 ms | 2 - 117 MB | NPU
101
+ | YOLOv8-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.995 ms | 5 - 5 MB | NPU
102
+ | YOLOv8-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.208 ms | 5 - 5 MB | NPU
103
+ | YOLOv8-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.778 ms | 5 - 214 MB | NPU
104
+ | YOLOv8-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 7.736 ms | 5 - 193 MB | NPU
105
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 5.085 ms | 5 - 12 MB | NPU
106
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 13.695 ms | 0 - 185 MB | NPU
107
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.798 ms | 5 - 7 MB | NPU
108
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.298 ms | 0 - 188 MB | NPU
109
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA8650P | 5.298 ms | 0 - 188 MB | NPU
110
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA8255P | 5.298 ms | 0 - 188 MB | NPU
111
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 7.736 ms | 5 - 193 MB | NPU
112
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.087 ms | 5 - 11 MB | NPU
113
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.208 ms | 5 - 5 MB | NPU
114
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.093 ms | 5 - 192 MB | NPU
115
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA7255P | 13.695 ms | 0 - 185 MB | NPU
116
+ | YOLOv8-Detection | QNN_DLC | float | Qualcomm® SA8295P | 7.905 ms | 2 - 164 MB | NPU
117
+ | YOLOv8-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.093 ms | 5 - 192 MB | NPU
118
+ | YOLOv8-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.852 ms | 5 - 199 MB | NPU
119
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.67 ms | 2 - 2 MB | NPU
120
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.754 ms | 2 - 2 MB | NPU
121
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.241 ms | 2 - 69 MB | NPU
122
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 4.037 ms | 2 - 75 MB | NPU
123
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 12.291 ms | 1 - 5 MB | NPU
124
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.255 ms | 2 - 6 MB | NPU
125
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 6.708 ms | 1 - 52 MB | NPU
126
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.335 ms | 2 - 18 MB | NPU
127
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 3.907 ms | 1 - 54 MB | NPU
128
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 3.907 ms | 1 - 54 MB | NPU
129
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 3.907 ms | 1 - 54 MB | NPU
130
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 4.037 ms | 2 - 75 MB | NPU
131
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 3.657 ms | 1 - 5 MB | NPU
132
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 3.754 ms | 2 - 2 MB | NPU
133
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 21.833 ms | 2 - 172 MB | NPU
134
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.55 ms | 2 - 169 MB | NPU
135
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.537 ms | 2 - 55 MB | NPU
136
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 6.708 ms | 1 - 52 MB | NPU
137
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 4.593 ms | 0 - 48 MB | NPU
138
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.537 ms | 2 - 55 MB | NPU
139
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.245 ms | 2 - 61 MB | NPU
140
+ | YOLOv8-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.55 ms | 2 - 169 MB | NPU
141
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.829 ms | 1 - 1 MB | NPU
142
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.578 ms | 1 - 1 MB | NPU
143
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.95 ms | 1 - 52 MB | NPU
144
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.628 ms | 1 - 55 MB | NPU
145
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.494 ms | 1 - 4 MB | NPU
146
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.448 ms | 1 - 5 MB | NPU
147
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.211 ms | 1 - 37 MB | NPU
148
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.384 ms | 2 - 3 MB | NPU
149
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.775 ms | 0 - 39 MB | NPU
150
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.775 ms | 0 - 39 MB | NPU
151
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.775 ms | 0 - 39 MB | NPU
152
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.628 ms | 1 - 55 MB | NPU
153
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.562 ms | 1 - 4 MB | NPU
154
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.578 ms | 1 - 1 MB | NPU
155
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 8.428 ms | 1 - 156 MB | NPU
156
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.486 ms | 1 - 38 MB | NPU
157
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.683 ms | 0 - 40 MB | NPU
158
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.211 ms | 1 - 37 MB | NPU
159
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.212 ms | 0 - 34 MB | NPU
160
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.683 ms | 0 - 40 MB | NPU
161
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.588 ms | 1 - 39 MB | NPU
162
+ | YOLOv8-Detection | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.486 ms | 1 - 38 MB | NPU
163
+ | YOLOv8-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.468 ms | 0 - 107 MB | NPU
164
+ | YOLOv8-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 6.511 ms | 0 - 81 MB | NPU
165
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.721 ms | 0 - 15 MB | NPU
166
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 13.11 ms | 0 - 75 MB | NPU
167
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.362 ms | 0 - 4 MB | NPU
168
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® SA8775P | 5.007 ms | 0 - 85 MB | NPU
169
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® SA8650P | 5.007 ms | 0 - 85 MB | NPU
170
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® SA8255P | 5.007 ms | 0 - 85 MB | NPU
171
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® QCS8450 | 6.511 ms | 0 - 81 MB | NPU
172
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.772 ms | 0 - 14 MB | NPU
173
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.868 ms | 0 - 90 MB | NPU
174
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® SA7255P | 13.11 ms | 0 - 75 MB | NPU
175
+ | YOLOv8-Detection | TFLITE | float | Qualcomm® SA8295P | 7.333 ms | 0 - 53 MB | NPU
176
+ | YOLOv8-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.868 ms | 0 - 90 MB | NPU
177
+ | YOLOv8-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.498 ms | 0 - 87 MB | NPU
178
+ | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.897 ms | 0 - 50 MB | NPU
179
+ | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.603 ms | 0 - 53 MB | NPU
180
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.227 ms | 0 - 7 MB | NPU
181
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.404 ms | 0 - 7 MB | NPU
182
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.047 ms | 0 - 35 MB | NPU
183
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.303 ms | 0 - 2 MB | NPU
184
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 1.694 ms | 0 - 39 MB | NPU
185
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA8650P | 1.694 ms | 0 - 39 MB | NPU
186
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA8255P | 1.694 ms | 0 - 39 MB | NPU
187
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.603 ms | 0 - 53 MB | NPU
188
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.501 ms | 0 - 7 MB | NPU
189
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 8.4 ms | 0 - 155 MB | NPU
190
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.435 ms | 0 - 35 MB | NPU
191
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.649 ms | 0 - 34 MB | NPU
192
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 3.047 ms | 0 - 35 MB | NPU
193
+ | YOLOv8-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 2.13 ms | 0 - 34 MB | NPU
194
+ | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.649 ms | 0 - 34 MB | NPU
195
+ | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.577 ms | 0 - 37 MB | NPU
196
+ | YOLOv8-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.435 ms | 0 - 35 MB | NPU
197
 
198
  ## License
199
  * The license for the original implementation of YOLOv8-Detection can be found