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MistEO committed Apr 5, 2023
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![skill_ready_2](https://user-images.githubusercontent.com/18511905/223743166-cc6143c4-3c02-4495-b0da-6f1dcd724393.png)
![skill_ready_3](https://user-images.githubusercontent.com/18511905/223743312-2cb43115-d3a3-4e69-97c9-74e75ef0baab.png)

二分类 [Inception v1](https://arxiv.org/abs/1409.4842v1) 网络,模型大小 450k,CPU 推理速度在 1ms 以内
数据集包含了一些传统算法较难处理的情况,准确率在 99% 以上
二分类 [Inception v1](https://arxiv.org/abs/1409.4842v1) 网络,模型大小 450k,CPU 推理耗时在 1ms 以内
输入需要是 720p 原图下截取的 64x64 的图标(上面三张这种)

- [C++ 推理参考](https://github.com/MaaAssistantArknights/MaaAssistantArknights/blob/dev/src/MaaCore/Vision/Miscellaneous/BattleSkillReadyImageAnalyzer.cpp)
- [C++ 推理参考](https://github.com/MaaAssistantArknights/MaaAssistantArknights/blob/dev/src/MaaCore/Vision/Battle/BattleSkillReadyImageAnalyzer.cpp)
- [Python 推理参考](https://github.com/MaaAssistantArknights/MaaAI/blob/main/combat/skill_ready/inference.py)

## [战斗干员(血条)检测](combat/operators)

![image](https://user-images.githubusercontent.com/18511905/229085758-a32f6379-0eb5-421d-baee-700d327d2f17.png)

[YOLOv8](https://github.com/ultralytics/ultralytics) 检测模型,输入是 16:9 的图片缩放到 640x640。集成示例 TODO
[YOLOv8](https://github.com/ultralytics/ultralytics) N 检测模型,模型大小 12M,CPU 推理耗时约 50ms
输入是 16:9 的图片缩放到 640x640

- [C++ 推理参考](https://github.com/MaaAssistantArknights/MaaAssistantArknights/blob/dev/src/MaaCore/Vision/Battle/BattleOperatorsImageAnalyzer.cpp)

## [战斗干员方向识别](combat/deploy_direction)

![2023-03-20_16-30-54-725_帕拉斯_1](https://user-images.githubusercontent.com/18511905/229086254-2869d975-a89a-47a8-991c-d69d07fa416f.png)
![2023-03-20_16-59-48-497_深海色_2](https://user-images.githubusercontent.com/18511905/229086346-3eb296b8-4a52-42e0-ace2-bbfc94d812c8.png)

四分类 [MnistSimpleCNN](https://arxiv.org/abs/2008.10400) 网络,输入是 720p 下以格子正中心 96x96 的图片
对于部分被严重遮挡的干员,识别效果并不理想,建议多识别几帧对输出 loss 值做个累加,后续可能会做个动态 batch 啥的。集成示例 TODO
四分类 [MnistSimpleCNN](https://arxiv.org/abs/2008.10400) 网络,模型大小 18M,CPU 推理耗时约 20ms
输入是 720p 下以格子正中心 96x96 的图片

- [C++ 推理参考](https://github.com/MaaAssistantArknights/MaaAssistantArknights/blob/dev/src/MaaCore/Vision/Battle/BattleDeployDirectionImageAnalyzer.cpp)

## 其他

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