TalkUHulk/ai.deploy.box

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📌**AiDB** : A toolbox for deep learning model deployment using C++. Abstract mainstream deep learning inference frameworks into unified interfaces, including ONNXRUNTIME, MNN, NCNN, TNN, PaddleLite, and OpenVINO. Provide deployment demo for multiple scenarios and languages. This project is not only used to record learning, but also a summary of my work over the past few years. If this project inspires you or helps you, welcome ⭐Star⭐ to support me, which is the driving force for me to keep updating! 🍔 📌**Article** **AiDB:一个集合了6大推理框架的AI工具箱 | 加速你的模型部署** [知乎](https://zhuanlan.zhihu.com/p/652612635) | [GiantPandaCV](https://mp.weixin.qq.com/s/D3mj9Dj2nmqeUIJMy8BIag) **如何使用“LoRa”的方式加载ONNX模型：StableDiffusion相关模型的C++推理** [知乎](https://zhuanlan.zhihu.com/p/704354004) | [GiantPandaCV](https://mp.weixin.qq.com/s/a-qQG9GpzwQg22juOMO-4w)

https://github.com/TalkUHulk/ai.deploy.box/assets/18474163/f9a03178-8d50-4627-9c61-21e99734a37a https://github.com/TalkUHulk/ai.deploy.box/assets/18474163/6f8136b7-07fa-4d39-97ef-797d6f6c37de ## Features 🍉🍉 * **rich backend:** integrating mainstream AI inference frameworks, including OnnxRuntime, MNN, NCNN, TNN, PaddleLite, and OpenVINO; * **user friendly:** abstracting all inference frameworks into a unified interface and selecting them through configuration files for ease of use; * **multiple scenarios:** support Linux、MacOS、Android(Win64 coming soon、IOS--poverty has limited my work)，provide [PC Demo(Qt)](https://github.com/TalkUHulk/aidb_qt_demo) 、 [Android Demo(Kotlin)](https://github.com/TalkUHulk/aidb_android_demo) 、 [Lua Demo](https://github.com/TalkUHulk/aidb_lua_demo) and minimal server deployment demo( [Go Zeros](https://github.com/TalkUHulk/aidb_go_demo) and [Python FastAPI](https://github.com/TalkUHulk/aidb_python_demo) ) * **multiple languages:** provide calling instances for Python, Lua, and Go; ## Demo 🍓🍓 * Try out the web demo: [![Webassembly Demo](https://img.shields.io/badge/%F0%9F%90%B6Webassembly-Demo-blue)](https://www.hulk.show/aidb-webassembly-demo/) * Run the C++ demo on Google Colab: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1XgYhHZONHVcJN9KgtIER0zi9RZXJyRvj) * Run the Python demo on Google Colab: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1gVKxkeIvgrnC56dVQOImyqQqVns-NtkR) * Run the Go demo on Google Colab: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/15DTMnueAv2Y3UMk7lhXMMN_VVUCBA0qh?usp=drive_link) * Run the Lua demo on Google Colab: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1QuiJAutYAdn0MIOhGIk9JPPUwiVuWCFB?usp=drive_link) ## Demo Repo 🍇🍇 * [PC Demo(Qt)](https://github.com/TalkUHulk/aidb_qt_demo) * [Android Demo(Kotlin)](https://github.com/TalkUHulk/aidb_android_demo) * [Lua Demo](https://github.com/TalkUHulk/aidb_lua_demo) * [Go Zeros](https://github.com/TalkUHulk/aidb_go_demo) * [Python FastAPI](https://github.com/TalkUHulk/aidb_python_demo) * [Webassembly](https://github.com/TalkUHulk/aidb-webassembly-demo) ## Contents 📖💡 - [Features](#features) - [Demo](#demo) - [Demo Repo](#demo-repo) - [FrameWork](#framework) - [Quick Start](#quick-start) - [Environment](#environment) - [Build](#build) - [Models](#models) - [Usage](#usage) - [Sample Usage](#sample-usage) - [Face Detect](#face-detect) - [Face Landmark](#face-landmark) - [Face Alignment](#face-alignment) - [Face Parsing](#face-parsing) - [OCR](#ocr) - [YoloX](#yolox) - [YoloV7](#yolov7) - [YoloV8](#yolov8) - [MobileVit](#mobilevit) - [MoveNet](#movenet) - [MobileStyleGan](#mobilestylegan) - [AnimeGan](#animegan) - [Pitfalls](#pitfalls) - [Maintainers](#maintainers) - [Contributing](#contributing) - [Contributors](#contributors) - [LICENSE](#license) ## FrameWork 📝 📝

There are two modes available, S mode(C api) and H mode(C++ api)

## Quick Start ⚡⚡ ### environment

Recommend using Docker

```java docker pull mister5ive/ai.deploy.box ```

### Build #### Docker(recommend) ```asm git lfs clone https://github.com/TalkUHulk/ai.deploy.box.git cd ai.deploy.box.git docker build -t aidb-dev . docker run -it --name aidb-test aidb-dev ``` #### Build from source code ```asm git lfs clone https://github.com/TalkUHulk/ai.deploy.box.git cd ai.deploy.box.git mkdir build && cd build cmake .. -DC_API={ON/OFF} -DBUILD_SAMPLE={ON/OFF} -DBUILD_PYTHON={ON/OFF} -DBUILD_LUA={ON/OFF} -DENGINE_NCNN_WASM={ON/OFF} -DOPENCV_HAS_FREETYPE={ON/OFF} -DENGINE_MNN={ON/OFF} -DENGINE_ORT={ON/OFF} -DENGINE_NCNN={ON/OFF} -DENGINE_TNN={ON/OFF} -DENGINE_OPV={ON/OFF} -DENGINE_PPLite={ON/OFF} make -j8 ``` * **C_API**: compile C library; * **BUILD_PYTHON**: compile Python api; * **BUILD_LUA**: compile Lua api; * **OPENCV_HAS_FREETYPE**: opencv-contrib complied with freetype or not. cv::putText can put chinese; * **BUILD_SAMPLE**: compile sample; * **ENGINE_NCNN_WASM**: compile sample; * **ENGINE_MNN**: enable mnn; * **ENGINE_ORT**: enable onnxruntim; * **ENGINE_NCNN**: enable ncnn; * **ENGINE_TNN**: enable tnn; * **ENGINE_OPV**: enable openvino; * **ENGINE_PPLite**: enable paddle-lite; * **ENABLE_SD**: enable stable diffusion; ### Models Model Lite: [MEGA](https://mega.nz/file/VLEmiDwL#FsFyu6b6QuY5F3rWeNQYHWlBGsclipCnOBGXEJzGzPU) | [Baidu: 92e8](https://pan.baidu.com/s/1ALxl085aMD3NEujAQDES8A?pwd=92e8) [News!!!] All models convert to [🤗](https://huggingface.co/TalkUHulk/AiDB).

Model List

| Demo | Model name | Model Type | Pretrained From | ONNX | MNN | NCNN | OpenVINO | TNN | Paddle Lite | | :----------------------------------------------------------------------------------------------------------------------------------------: | :--------------------: | :----------------: | :-------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------------------------------------------------------: | |

| SCRFD_10G_WITH_KPS | Face Detection | [insightface](https://github.com/deepinsight/insightface) | [MEGA](https://mega.nz/file/NDF2jBxT#7HYmZLkql7wJSzLU3Uyt34yZ5cYK6VeqP7PuPkmqa-w) & [Baidu[prv3]](https://pan.baidu.com/s/14v6CAtO31dPK4q5ywIwcfQ?pwd=prv3)| [MEGA](https://mega.nz/file/9ftwHDzI#ufJDLTnYz1YvyOYgXdhFxOq4mMZj7txaqXJDTOmDCRs) & [Baidu[2sew]](https://pan.baidu.com/s/19WXUPHc5FZwZf17OJLJqAA?pwd=2sew) | [MEGA](https://mega.nz/folder/VS12kKaQ#WiSWaDs9wdxuePYkcF4fdQ) & [Baidu[tpxe]](https://pan.baidu.com/s/1aWFnhDtmCZuwToYCAC1fXg?pwd=tpxe) | [MEGA](https://mega.nz/folder/BTkSVCKQ#RC5D3lmYXEpk329A5CPWNA) & [Baidu[m4u5]](https://pan.baidu.com/s/1Zdkx_vMNowRHav9Gf24vOA?pwd=m4u5) | [MEGA](https://mega.nz/folder/1CkmiZLA#hPiYFMjz2OHzuyIqpdnWng) & [Baidu[7ch9]](https://pan.baidu.com/s/1I1jglS1CYbUgqU8ljiJgdQ?pwd=7ch9) | [MEGA](https://mega.nz/file/ETd0XATY#dwhORAAkeu_CgIvDE083CRrlTvLKDTYd8apeRDPbQQw) & [Baidu[75u6]](https://pan.baidu.com/s/1E0kqSnOG3osdjFC6uYtufw?pwd=75u6) | |

| SCRFD_2.5G_WITH_KPS | Face Detection | [insightface](https://github.com/deepinsight/insightface) | [MEGA](https://mega.nz/file/lfUTXDqI#KtYlslJe4DkvuYxHaGaTV-v29fMJ_NBNVemtZiCHSQU) & [Baidu[prv3]](https://pan.baidu.com/s/14v6CAtO31dPK4q5ywIwcfQ?pwd=prv3)| [MEGA](https://mega.nz/file/MGtjQY6D#nxQ7rg-IdBORy64vAhfdpPi7FHX6_GT1GiX_ezpKstE) & [Baidu[2sew]](https://pan.baidu.com/s/19WXUPHc5FZwZf17OJLJqAA?pwd=2sew) | [MEGA](https://mega.nz/folder/VS12kKaQ#WiSWaDs9wdxuePYkcF4fdQ) & [Baidu[tpxe]](https://pan.baidu.com/s/1aWFnhDtmCZuwToYCAC1fXg?pwd=tpxe) | [MEGA](https://mega.nz/folder/BTkSVCKQ#RC5D3lmYXEpk329A5CPWNA) & [Baidu[m4u5]](https://pan.baidu.com/s/1Zdkx_vMNowRHav9Gf24vOA?pwd=m4u5) | [MEGA](https://mega.nz/folder/1CkmiZLA#hPiYFMjz2OHzuyIqpdnWng) & [Baidu[7ch9]](https://pan.baidu.com/s/1I1jglS1CYbUgqU8ljiJgdQ?pwd=7ch9) | [MEGA](https://mega.nz/file/wLVlnBpT#x9Ah7p7XCsn4o6-bgzX1nFQmlDnB-L7zayOCbz23bcw) & [Baidu[75u6]](https://pan.baidu.com/s/1E0kqSnOG3osdjFC6uYtufw?pwd=75u6) | | ⬆️ | SCRFD_500M_WITH_KPS | Face Detection | [insightface](https://github.com/deepinsight/insightface) | [MEGA](https://mega.nz/file/oe10zQKJ#kxFAOKhJjWVH9uVgYLgzvlL5PWjy62KTOZkjs842l-k) & [Baidu[prv3]](https://pan.baidu.com/s/14v6CAtO31dPK4q5ywIwcfQ?pwd=prv3)| [MEGA](https://mega.nz/file/gDc0DDxB#eIqVGnmjFPcklALjBB9baNVz_vJIxueauRL5hSkaZCo) & [Baidu[2sew]](https://pan.baidu.com/s/19WXUPHc5FZwZf17OJLJqAA?pwd=2sew) | [MEGA](https://mega.nz/folder/VS12kKaQ#WiSWaDs9wdxuePYkcF4fdQ) & [Baidu[tpxe]](https://pan.baidu.com/s/1aWFnhDtmCZuwToYCAC1fXg?pwd=tpxe) | [MEGA](https://mega.nz/folder/BTkSVCKQ#RC5D3lmYXEpk329A5CPWNA) & [Baidu[m4u5]](https://pan.baidu.com/s/1Zdkx_vMNowRHav9Gf24vOA?pwd=m4u5) | [MEGA](https://mega.nz/folder/1CkmiZLA#hPiYFMjz2OHzuyIqpdnWng) & [Baidu[7ch9]](https://pan.baidu.com/s/1I1jglS1CYbUgqU8ljiJgdQ?pwd=7ch9) | [MEGA](https://mega.nz/file/APciBa6B#BeNh_e9yJUOZcsAi0FNOYXXigNLoAm-m6BCBWYq5wNo) & [Baidu[75u6]](https://pan.baidu.com/s/1E0kqSnOG3osdjFC6uYtufw?pwd=75u6) | |

| PFPLD | Face Landmark | [nniefacelib](https://github.com/hanson-young/nniefacelib) | [MEGA](https://mega.nz/file/MPk30bTY#SIkRKdQrdkFeJj_JeZwe29J7c4rj3hgORGDkmeLeeUk) & [Baidu[kufx]](https://pan.baidu.com/s/15GKA_Qhqi9883J79Z5PSwQ?pwd=kufx)| [MEGA](https://mega.nz/file/VD1mTR7L#EXhUuOavI2aAVEfSX-0vKdTEMMM6iYDzIgxKpghPR80) & [Baidu[eciw]](https://pan.baidu.com/s/1_5GewNxGfxgxZszGkHk9pA?pwd=eciw) | [MEGA](https://mega.nz/folder/YHNw2Z5Y#oyQW_zbCjbmGwJULAXaIWg) & [Baidu[59jw]](https://pan.baidu.com/s/1nTBECLYB6oSuBhxO5k40XA?pwd=59jw) | [MEGA](https://mega.nz/folder/JW1GwKLR#LSPIUrNmtx38tiJcT4iKKQ) & [Baidu[w6e7]](https://pan.baidu.com/s/1-fctNmfeFUCkOH7s1b9UjA?pwd=w6e7) | [MEGA](https://mega.nz/folder/lGthRSLC#N-isKjbP8DuVgvjM8aD57A) & [Baidu[d8qh]](https://pan.baidu.com/s/1Z6vyBbDolqWxfOIgUh7v_w?pwd=d8qh) | [MEGA](https://mega.nz/file/wbVj3K4D#hhAl-xdSInnY-M3VQ9YZPaNrAONEeWt7OEabiq4qudQ) & [Baidu[xeni]](https://pan.baidu.com/s/10_4tDrPm0gi6nQd9HyiK-w?pwd=xeni) | |

| BISENET | Face Parsing | [face-parsing.PyTorch](https://github.com/zllrunning/face-parsing.PyTorch) | [MEGA](https://mega.nz/file/QG0zWLKI#-ToRvdqsETrybT_O6M8HHiPbBSWSdxs0V0aZnkvm440) & [Baidu[7hqw]](https://pan.baidu.com/s/1r7wzzNX4qaMYAlgtAJcitg?pwd=7hqw)| [MEGA](https://mega.nz/file/1CF2VJZa#6HKDqaTOZlnuVZoEBqhhYdI-1jXdBLHGdQ8pNXQfeZ4) & [Baidu[rm5b]](https://pan.baidu.com/s/1OC_9_na4Pb0TVpv9fUawfg?pwd=rm5b) | [MEGA](https://mega.nz/folder/MGUwlDrZ#7NPLp1XLq6caSm1fMymkBQ) & [Baidu[wx59]](https://pan.baidu.com/s/1d6bg03iKlKKzBQ8ywlytVg?pwd=wx59) | [MEGA](https://mega.nz/folder/0esxxJDJ#EbiR2tz4mh5PgOhHcWLgMQ) & [Baidu[mcdi]](https://pan.baidu.com/s/1CMWlGdRi4B_XHOaIVoM7SA?pwd=mcdi) | [MEGA](https://mega.nz/folder/Yb8zEL7D#z8qMp988-bviJTdSJQGGzw) & [Baidu[vwj9]](https://pan.baidu.com/s/1lidXWFHyZ8J8LLcfuuwmwg?pwd=vwj9) | [MEGA](https://mega.nz/file/tDlR3Aqb#es-QB9Pj2pXhPX-B1w4WJrHs23ovFRQhp9GU_zDpI0Q) & [Baidu[xzwk]](https://pan.baidu.com/s/1kWLI73hFc6sUnZqYDMwGfw?pwd=xzwk) | |

| 3DDFAV2_MB1_BASE | Face Alignment | [3DDFA_V2](https://github.com/cleardusk/3DDFA_V2) | [MEGA](https://mega.nz/file/lDlxnSQD#BdIBoSkIT8n6FwU-tRd2uQQqC3vwkeJmbyANv7ijYBY) & [Baidu[ccei]](https://pan.baidu.com/s/1m1Qd28Q3wev5KCx8_WeE8w?pwd=ccei)| [MEGA](https://mega.nz/file/cS1lzB5K#QWyMxy81FKjP29gxbB52F5xs-oSBgxfrrWr_kIWkyAw) & [Baidu[nrrx]](https://pan.baidu.com/s/1bPKNZJNHQfWXMEE5d422wA?pwd=nrrx) | [MEGA](https://mega.nz/folder/VKFwEYaK#DwIpKc6sW3Cr52TsxzQozQ) & [Baidu[mqps]](https://pan.baidu.com/s/1OFkK0Q6e7lFgRLSp2uhyDQ?pwd=mqps) | [MEGA](https://mega.nz/folder/9K8yzQwa#Vn6nsXtdzG_5FViny7URUg) & [Baidu[ydtb]](https://pan.baidu.com/s/1WesdxJ1B7IyLByhBefcCPg?pwd=ydtb) | [MEGA](https://mega.nz/folder/VDF0FBjC#LxPAdtTvr5c6z61LM8NR8Q) & [Baidu[rrgv]](https://pan.baidu.com/s/1W1adLHQxvxvU8iCGnig7Og?pwd=rrgv) | [MEGA](https://mega.nz/file/BOUD0axA#24YT7K1mX_oQj-bs_kpjmeYHyKutL0DQyVn4tOXdwf0) & [Baidu[fkvc]](https://pan.baidu.com/s/1oZhMlj5fOIvEbJT6fjIOIA?pwd=fkvc) | |

| 3DDFAV2_MB1_DENSE | Face Alignment | [3DDFA_V2](https://github.com/cleardusk/3DDFA_V2) | [MEGA](https://mega.nz/file/oeNkBSjS#mo2khCeg97yJqqw_7zZ4FKSeyR7nOoWa6V1Ku5j0Cgc) & [Baidu[ccei]](https://pan.baidu.com/s/1m1Qd28Q3wev5KCx8_WeE8w?pwd=ccei)| [MEGA](https://mega.nz/file/tK0xlIpS#yv_XupxAGj36ulQzJ00TVL_wbQxc2Ikf3CKmsh4J6n4) & [Baidu[nrrx]](https://pan.baidu.com/s/1bPKNZJNHQfWXMEE5d422wA?pwd=nrrx) | [MEGA](https://mega.nz/folder/VKFwEYaK#DwIpKc6sW3Cr52TsxzQozQ) & [Baidu[mqps]](https://pan.baidu.com/s/1OFkK0Q6e7lFgRLSp2uhyDQ?pwd=mqps) | [MEGA](https://mega.nz/folder/9K8yzQwa#Vn6nsXtdzG_5FViny7URUg) & [Baidu[ydtb]](https://pan.baidu.com/s/1WesdxJ1B7IyLByhBefcCPg?pwd=ydtb) | [MEGA](https://mega.nz/folder/VDF0FBjC#LxPAdtTvr5c6z61LM8NR8Q) & [Baidu[rrgv]](https://pan.baidu.com/s/1W1adLHQxvxvU8iCGnig7Og?pwd=rrgv) | [MEGA](https://mega.nz/file/cDV1TTAY#ivUU82rQycRqjgaqkA_7vTCqG3jQDyQQiooXVuEXipE) & [Baidu[fkvc]](https://pan.baidu.com/s/1oZhMlj5fOIvEbJT6fjIOIA?pwd=fkvc) | |

| 3DDFAV2_MB05_BASE | Face Alignment | [3DDFA_V2](https://github.com/cleardusk/3DDFA_V2) | [MEGA](https://mega.nz/file/ZbVlxB7R#GR-8rpjrlilQMQaj1_BA04VeC8fZz99GBjFrYWbIUBg) & [Baidu[ccei]](https://pan.baidu.com/s/1m1Qd28Q3wev5KCx8_WeE8w?pwd=ccei)| [MEGA](https://mega.nz/file/1OFmyQJK#2DufXiioIp1XOqezJAdoKxxk361LXI-dyGHWGf92yis) & [Baidu[nrrx]](https://pan.baidu.com/s/1bPKNZJNHQfWXMEE5d422wA?pwd=nrrx) | [MEGA](https://mega.nz/folder/VKFwEYaK#DwIpKc6sW3Cr52TsxzQozQ) & [Baidu[mqps]](https://pan.baidu.com/s/1OFkK0Q6e7lFgRLSp2uhyDQ?pwd=mqps) | [MEGA](https://mega.nz/folder/9K8yzQwa#Vn6nsXtdzG_5FViny7URUg) & [Baidu[ydtb]](https://pan.baidu.com/s/1WesdxJ1B7IyLByhBefcCPg?pwd=ydtb) | [MEGA](https://mega.nz/folder/VDF0FBjC#LxPAdtTvr5c6z61LM8NR8Q) & [Baidu[rrgv]](https://pan.baidu.com/s/1W1adLHQxvxvU8iCGnig7Og?pwd=rrgv) | [MEGA](https://mega.nz/file/QDEjDCKT#1KeWQ8XdnySU2K41Hb5fRZwZbYdDN60DDGhFIH_1zMY) & [Baidu[fkvc]](https://pan.baidu.com/s/1oZhMlj5fOIvEbJT6fjIOIA?pwd=fkvc) | |

| 3DDFAV2_MB05_DENSE | Face Alignment | [3DDFA_V2](https://github.com/cleardusk/3DDFA_V2) | [MEGA](https://mega.nz/file/oC9jEDYY#mW-5lBGWDJtTUqJCjpJz2mHqKMO9EKZyopWPJCzRfuI) & [Baidu[ccei]](https://pan.baidu.com/s/1m1Qd28Q3wev5KCx8_WeE8w?pwd=ccei)| [MEGA](https://mega.nz/file/hHUynBjS#OepI0lpb83VwuDEXz-jUG17Xunfr48GPpQVtnOIoJRo) & [Baidu[nrrx]](https://pan.baidu.com/s/1bPKNZJNHQfWXMEE5d422wA?pwd=nrrx) | [MEGA](https://mega.nz/folder/VKFwEYaK#DwIpKc6sW3Cr52TsxzQozQ) & [Baidu[mqps]](https://pan.baidu.com/s/1OFkK0Q6e7lFgRLSp2uhyDQ?pwd=mqps) | [MEGA](https://mega.nz/folder/9K8yzQwa#Vn6nsXtdzG_5FViny7URUg) & [Baidu[ydtb]](https://pan.baidu.com/s/1WesdxJ1B7IyLByhBefcCPg?pwd=ydtb) | [MEGA](https://mega.nz/folder/VDF0FBjC#LxPAdtTvr5c6z61LM8NR8Q) & [Baidu[rrgv]](https://pan.baidu.com/s/1W1adLHQxvxvU8iCGnig7Og?pwd=rrgv) | [MEGA](https://mega.nz/file/QX1HEbDA#HN60g_W9FInaIKiy_8yK5G2W4RIenhW_7bRpSXupAkg) & [Baidu[fkvc]](https://pan.baidu.com/s/1oZhMlj5fOIvEbJT6fjIOIA?pwd=fkvc) | |

| YOLOX_TINY | Object Detection | [YOLOX](https://github.com/Megvii-BaseDetection/YOLOX) | [MEGA](https://mega.nz/file/wO9EEaYZ#HdSGsBkueX5HHsP-vHUjRIUvRmsjq3TM5-oNWbXEjNc) & [Baidu[vuwe]](https://pan.baidu.com/s/1gR5p-NaSaDHh2C37B_QX7w?pwd=vuwe)| [MEGA](https://mega.nz/file/MWl2lBga#HIojm7-2K_3ExOC0jIw8x7p1cmA5nuXSeuX6SPyCtiQ) & [Baidu[xf8g]](https://pan.baidu.com/s/1WXpyiaJejCVlEGFL7KePyQ?pwd=xf8g) | [MEGA](https://mega.nz/folder/wetkDZ7K#uO5BlINCuTxCNQTDa4fBcw) & [Baidu[tix9]](https://pan.baidu.com/s/1Iw_8mkCxU91QrEY5Z4aSdw?pwd=tix9) | [MEGA](https://mega.nz/folder/JaNQlRIL#G1jHO80uJYlBBhhQSdTbNg) & [Baidu[3eij]](https://pan.baidu.com/s/1CGUg1NdRE3PpQ9Es_uv4-w?pwd=3eij) | [MEGA](https://mega.nz/folder/9PtT3aaT#p9MQHwGm-NFo4w29PCsPhA) & [Baidu[4n7z]](https://pan.baidu.com/s/19tTiT4Dh_X-XkBeozrW75g?pwd=4n7z) | [MEGA](https://mega.nz/file/ZPFSRKia#zWt_hb1kdKZfzRDZXHQ-WXxbSqvE6wi_obCvdd6wEHU) & [Baidu[vd8x]](https://pan.baidu.com/s/1B46wr2r7P13hlYzlijLxdg?pwd=vd8x) | |

| YOLOX_NANO | Object Detection | [YOLOX](https://github.com/Megvii-BaseDetection/YOLOX) | [MEGA](https://mega.nz/file/hCNBQZ7K#H5cGxi0pT8b9x2S7U27EGk39NDTX-ruFsfz0IcF57HE) & [Baidu[vuwe]](https://pan.baidu.com/s/1gR5p-NaSaDHh2C37B_QX7w?pwd=vuwe)| [MEGA](https://mega.nz/file/1KsiRYia#RRVjD6Usm7JbtqMseC1-6LazE19YYAF9krThkh4sGHU) & [Baidu[xf8g]](https://pan.baidu.com/s/1WXpyiaJejCVlEGFL7KePyQ?pwd=xf8g) | [MEGA](https://mega.nz/folder/wetkDZ7K#uO5BlINCuTxCNQTDa4fBcw) & [Baidu[tix9]](https://pan.baidu.com/s/1Iw_8mkCxU91QrEY5Z4aSdw?pwd=tix9) | [MEGA](https://mega.nz/folder/JaNQlRIL#G1jHO80uJYlBBhhQSdTbNg) & [Baidu[3eij]](https://pan.baidu.com/s/1CGUg1NdRE3PpQ9Es_uv4-w?pwd=3eij) | [MEGA](https://mega.nz/folder/9PtT3aaT#p9MQHwGm-NFo4w29PCsPhA) & [Baidu[4n7z]](https://pan.baidu.com/s/19tTiT4Dh_X-XkBeozrW75g?pwd=4n7z) | [MEGA](https://mega.nz/file/ADF3EZhI#bYiTtcG_6F_HYyOZP3atM4RPEETq10c1GvD6L6Wi-Ec) & [Baidu[vd8x]](https://pan.baidu.com/s/1B46wr2r7P13hlYzlijLxdg?pwd=vd8x) | | ⬆️ | YOLOX_S | Object Detection | [YOLOX](https://github.com/Megvii-BaseDetection/YOLOX) | [MEGA](https://mega.nz/file/JHUBhRqI#ewelF9N-6N6Slrf5DNqIy1gOUxB3iLrz-Aklje4zNVc) & [Baidu[vuwe]](https://pan.baidu.com/s/1gR5p-NaSaDHh2C37B_QX7w?pwd=vuwe)| [MEGA](https://mega.nz/file/xasBzRjD#-Laeb-7gY5yEaxs9taxIhdf8_4u8QxHElY1mJ6g3aRk) & [Baidu[xf8g]](https://pan.baidu.com/s/1WXpyiaJejCVlEGFL7KePyQ?pwd=xf8g) | [MEGA](https://mega.nz/folder/wetkDZ7K#uO5BlINCuTxCNQTDa4fBcw) & [Baidu[tix9]](https://pan.baidu.com/s/1Iw_8mkCxU91QrEY5Z4aSdw?pwd=tix9) | [MEGA](https://mega.nz/folder/JaNQlRIL#G1jHO80uJYlBBhhQSdTbNg) & [Baidu[3eij]](https://pan.baidu.com/s/1CGUg1NdRE3PpQ9Es_uv4-w?pwd=3eij) | [MEGA](https://mega.nz/folder/9PtT3aaT#p9MQHwGm-NFo4w29PCsPhA) & [Baidu[4n7z]](https://pan.baidu.com/s/19tTiT4Dh_X-XkBeozrW75g?pwd=4n7z) | [MEGA](https://mega.nz/file/wLd30RiI#FTbuH_CAaEQ3Bkx3zR58qxsE7DofGj_NhsvkCc0ZgHU) & [Baidu[vd8x]](https://pan.baidu.com/s/1B46wr2r7P13hlYzlijLxdg?pwd=vd8x) | | ⬆️ | YOLOX_M | Object Detection | [YOLOX](https://github.com/Megvii-BaseDetection/YOLOX) | [MEGA](https://mega.nz/file/oX9FzILR#obnD91Gs-6vuyExtb1xAPwZLwpiY1kP30JaU5na0eDI) & [Baidu[vuwe]](https://pan.baidu.com/s/1gR5p-NaSaDHh2C37B_QX7w?pwd=vuwe)| [MEGA](https://mega.nz/file/lOcUQLBI#B3nXtBb5L85DfBza1vkvq62GMO4iGQ527sUnv-TmqhU) & [Baidu[xf8g]](https://pan.baidu.com/s/1WXpyiaJejCVlEGFL7KePyQ?pwd=xf8g) | [MEGA](https://mega.nz/folder/wetkDZ7K#uO5BlINCuTxCNQTDa4fBcw) & [Baidu[tix9]](https://pan.baidu.com/s/1Iw_8mkCxU91QrEY5Z4aSdw?pwd=tix9) | [MEGA](https://mega.nz/folder/JaNQlRIL#G1jHO80uJYlBBhhQSdTbNg) & [Baidu[3eij]](https://pan.baidu.com/s/1CGUg1NdRE3PpQ9Es_uv4-w?pwd=3eij) | [MEGA](https://mega.nz/folder/9PtT3aaT#p9MQHwGm-NFo4w29PCsPhA) & [Baidu[4n7z]](https://pan.baidu.com/s/19tTiT4Dh_X-XkBeozrW75g?pwd=4n7z) | [MEGA](https://mega.nz/file/EPFiXLoQ#AoabJ5QyAxyraiPNso0ePrX0lG6eV5WhoLkfacqJ0es) & [Baidu[vd8x]](https://pan.baidu.com/s/1B46wr2r7P13hlYzlijLxdg?pwd=vd8x) | | ⬆️ | YOLOX_L | Object Detection | [YOLOX](https://github.com/Megvii-BaseDetection/YOLOX) | [MEGA](https://mega.nz/file/tb0RnTrT#H8j3GPP0mB_3qtKclWUhwRu1CsLtDx47cxGJuK8apHw) & [Baidu[vuwe]](https://pan.baidu.com/s/1gR5p-NaSaDHh2C37B_QX7w?pwd=vuwe)| [MEGA](https://mega.nz/file/MGUn1LyY#yqilyRdKcUqtW996cZXpwjX5GcYtVLh2Np4Qrcl3xEU) & [Baidu[xf8g]](https://pan.baidu.com/s/1WXpyiaJejCVlEGFL7KePyQ?pwd=xf8g) | [MEGA](https://mega.nz/folder/wetkDZ7K#uO5BlINCuTxCNQTDa4fBcw) & [Baidu[tix9]](https://pan.baidu.com/s/1Iw_8mkCxU91QrEY5Z4aSdw?pwd=tix9) | [MEGA](https://mega.nz/folder/JaNQlRIL#G1jHO80uJYlBBhhQSdTbNg) & [Baidu[3eij]](https://pan.baidu.com/s/1CGUg1NdRE3PpQ9Es_uv4-w?pwd=3eij) | [MEGA](https://mega.nz/folder/9PtT3aaT#p9MQHwGm-NFo4w29PCsPhA) & [Baidu[4n7z]](https://pan.baidu.com/s/19tTiT4Dh_X-XkBeozrW75g?pwd=4n7z) | [MEGA](https://mega.nz/file/te0zhBLQ#teHI51AAIeDMAwBDbD6CIlxRlSLB-pxxccGMy25h3LA) & [Baidu[vd8x]](https://pan.baidu.com/s/1B46wr2r7P13hlYzlijLxdg?pwd=vd8x) | | ⬆️ | YOLOX_X | Object Detection | [YOLOX](https://github.com/Megvii-BaseDetection/YOLOX) | [MEGA](https://mega.nz/file/pW9E0Rwa#tHGbzUcfT_Aia3y-bEvOXUw5ya4zLhullGkDLLEUoP8) & [Baidu[vuwe]](https://pan.baidu.com/s/1gR5p-NaSaDHh2C37B_QX7w?pwd=vuwe)| [MEGA](https://mega.nz/file/dPU1XBTI#Q4izc-msmk2bGEHhWSySjMK5IF5T_g5_1WstcNn7kDQ) & [Baidu[xf8g]](https://pan.baidu.com/s/1WXpyiaJejCVlEGFL7KePyQ?pwd=xf8g) | [MEGA](https://mega.nz/folder/wetkDZ7K#uO5BlINCuTxCNQTDa4fBcw) & [Baidu[tix9]](https://pan.baidu.com/s/1Iw_8mkCxU91QrEY5Z4aSdw?pwd=tix9) | [MEGA](https://mega.nz/folder/JaNQlRIL#G1jHO80uJYlBBhhQSdTbNg) & [Baidu[3eij]](https://pan.baidu.com/s/1CGUg1NdRE3PpQ9Es_uv4-w?pwd=3eij) | [MEGA](https://mega.nz/folder/9PtT3aaT#p9MQHwGm-NFo4w29PCsPhA) & [Baidu[4n7z]](https://pan.baidu.com/s/19tTiT4Dh_X-XkBeozrW75g?pwd=4n7z) | [MEGA](https://mega.nz/file/IHdAgbQJ#2n6kO14zSa0fLD8Z0mNSXt9w1GWCsUBBHKlmm7J-NHA) & [Baidu[vd8x]](https://pan.baidu.com/s/1B46wr2r7P13hlYzlijLxdg?pwd=vd8x) | | ⬆️ | YOLOX_DARKNET | Object Detection | [YOLOX](https://github.com/Megvii-BaseDetection/YOLOX) | [MEGA](https://mega.nz/file/0TEDGZIQ#YSaznSNzgRXU9m8UqZXUZLqbDlennXH53-tQsiv8qqM) & [Baidu[vuwe]](https://pan.baidu.com/s/1gR5p-NaSaDHh2C37B_QX7w?pwd=vuwe)| [MEGA](https://mega.nz/file/YOcG1IbI#CPDHoESpJpC_aIIwut2C72t3gj4CMff6HD0ryguQ1Jc) & [Baidu[xf8g]](https://pan.baidu.com/s/1WXpyiaJejCVlEGFL7KePyQ?pwd=xf8g) | [MEGA](https://mega.nz/folder/wetkDZ7K#uO5BlINCuTxCNQTDa4fBcw) & [Baidu[tix9]](https://pan.baidu.com/s/1Iw_8mkCxU91QrEY5Z4aSdw?pwd=tix9) | [MEGA](https://mega.nz/folder/JaNQlRIL#G1jHO80uJYlBBhhQSdTbNg) & [Baidu[3eij]](https://pan.baidu.com/s/1CGUg1NdRE3PpQ9Es_uv4-w?pwd=3eij) | [MEGA](https://mega.nz/folder/9PtT3aaT#p9MQHwGm-NFo4w29PCsPhA) & [Baidu[4n7z]](https://pan.baidu.com/s/19tTiT4Dh_X-XkBeozrW75g?pwd=4n7z) | [MEGA](https://mega.nz/file/hK1WUZAD#xOBQgn_RP-wplv7RlfML1ZKXkf0RfT9zuhAFmqDbTI4) & [Baidu[vd8x]](https://pan.baidu.com/s/1B46wr2r7P13hlYzlijLxdg?pwd=vd8x) | |

| YOLOV7_TINY | Object Detection | [yolov7](https://github.com/WongKinYiu/yolov7) | [MEGA](https://mega.nz/file/MK8DnZSC#NoY14-2cGs45zC5RbQsBoQT-K4YC2i2_VdHDIgWHURs) & [Baidu[uax8]](https://pan.baidu.com/s/1pmk4UPNUv-JqvuwkGT1_FA?pwd=uax8)| [MEGA](https://mega.nz/file/ECkUDLgD#zPlZh_THdG6YUAs0dvGuv55jiPyZtQ1xcmQ501wc9d0) & [Baidu[s7qm]](https://pan.baidu.com/s/1gOchiBMNLgILXOXaQd4wmQ?pwd=s7qm) | [MEGA](https://mega.nz/folder/wWtF1QBZ#KIG1k9GAJWPGK1dpxKkqWA) & [Baidu[nzun]](https://pan.baidu.com/s/1Lh-uAKgh4PKoaOQfdslUTg?pwd=nzun) | [MEGA](https://mega.nz/folder/ZecHSLAY#1skWPuf8vvv0audhPx_jiw) & [Baidu[4dmi]](https://pan.baidu.com/s/1Trud5pfpMKbH-ADx0_IVtA?pwd=4dmi) | [MEGA](https://mega.nz/folder/FCdhEa7a#xKaS8uTYuwMsHEhRfmG0rg) & [Baidu[5y8d]](https://pan.baidu.com/s/1tq87cWflBPqaaqwCKklzMA?pwd=5y8d) | [MEGA](https://mega.nz/file/USFWxSyC#6ndJx1kEx4FiUkmb3H3ZFnez3OOE3DmKr06x4er6P-8) & [Baidu[c5d5]](https://pan.baidu.com/s/1U0eHveqj4lBjepQgqkvuzA?pwd=c5d5) | |

| YOLOV7_TINY_GRID | Object Detection | [yolov7](https://github.com/WongKinYiu/yolov7) | [MEGA](https://mega.nz/file/9O01iYra#-aWvZn-7VvEdBTNaegdEANpulrf3hL5t3quAVPM5EG0) & [Baidu[uax8]](https://pan.baidu.com/s/1pmk4UPNUv-JqvuwkGT1_FA?pwd=uax8)| [MEGA](https://mega.nz/file/5bMmgK7Q#PLs-Z-7x7c2Dy0wdB3s5FqH3IDB8xE6DM0BvHbgWGlU) & [Baidu[s7qm]](https://pan.baidu.com/s/1gOchiBMNLgILXOXaQd4wmQ?pwd=s7qm) | ❎ | [MEGA](https://mega.nz/folder/ZecHSLAY#1skWPuf8vvv0audhPx_jiw) & [Baidu[4dmi]](https://pan.baidu.com/s/1Trud5pfpMKbH-ADx0_IVtA?pwd=4dmi) | [MEGA](https://mega.nz/folder/FCdhEa7a#xKaS8uTYuwMsHEhRfmG0rg) & [Baidu[5y8d]](https://pan.baidu.com/s/1tq87cWflBPqaaqwCKklzMA?pwd=5y8d) | [MEGA](https://mega.nz/file/RONC0IQB#Kjl5zGM7v2DQNNkRq-uAaKICWagkilF184eOvMj6ofs) & [Baidu[c5d5]](https://pan.baidu.com/s/1U0eHveqj4lBjepQgqkvuzA?pwd=c5d5) | | ⬆️ | YOLOV7 | Object Detection | [yolov7](https://github.com/WongKinYiu/yolov7) | [MEGA](https://mega.nz/file/dH0CFY4J#s1JXFyYwHhXBKE7Kl4T5LGUDzMr7U33_yGSH4G3kwAM) & [Baidu[uax8]](https://pan.baidu.com/s/1pmk4UPNUv-JqvuwkGT1_FA?pwd=uax8)| [MEGA](https://mega.nz/file/5LVW2YKS#W1aXwxFyZCQHE8nx3lE62Z81DtI1-ZBPn1PXbzK9UQc) & [Baidu[s7qm]](https://pan.baidu.com/s/1gOchiBMNLgILXOXaQd4wmQ?pwd=s7qm) | [MEGA](https://mega.nz/folder/wWtF1QBZ#KIG1k9GAJWPGK1dpxKkqWA) & [Baidu[nzun]](https://pan.baidu.com/s/1Lh-uAKgh4PKoaOQfdslUTg?pwd=nzun) | [MEGA](https://mega.nz/folder/ZecHSLAY#1skWPuf8vvv0audhPx_jiw) & [Baidu[4dmi]](https://pan.baidu.com/s/1Trud5pfpMKbH-ADx0_IVtA?pwd=4dmi) | [MEGA](https://mega.nz/folder/FCdhEa7a#xKaS8uTYuwMsHEhRfmG0rg) & [Baidu[5y8d]](https://pan.baidu.com/s/1tq87cWflBPqaaqwCKklzMA?pwd=5y8d) | [MEGA](https://mega.nz/file/oGNwHQyL#XITjSiGQBmSwMVAe5QLACMl4TzO1z8mGmdgO1AGQ-YU) & [Baidu[c5d5]](https://pan.baidu.com/s/1U0eHveqj4lBjepQgqkvuzA?pwd=c5d5) | | ⬆️ | YOLOV7_GRID | Object Detection | [yolov7](https://github.com/WongKinYiu/yolov7) | [MEGA](https://mega.nz/file/5S931Dya#lBW4DQ5RnTxYDAIyzja9BE-B1PHY4o820j5TZ2svgKA) & [Baidu[uax8]](https://pan.baidu.com/s/1pmk4UPNUv-JqvuwkGT1_FA?pwd=uax8)| [MEGA](https://mega.nz/file/4f1SgJpJ#7N2C5Ul5xyFjti9gqHr3wm0G1C9kkJGPWg09kp2aUKE) & [Baidu[s7qm]](https://pan.baidu.com/s/1gOchiBMNLgILXOXaQd4wmQ?pwd=s7qm) | ❎ | [MEGA](https://mega.nz/folder/ZecHSLAY#1skWPuf8vvv0audhPx_jiw) & [Baidu[4dmi]](https://pan.baidu.com/s/1Trud5pfpMKbH-ADx0_IVtA?pwd=4dmi) | [MEGA](https://mega.nz/folder/FCdhEa7a#xKaS8uTYuwMsHEhRfmG0rg) & [Baidu[5y8d]](https://pan.baidu.com/s/1tq87cWflBPqaaqwCKklzMA?pwd=5y8d) | [MEGA](https://mega.nz/file/RP0yBDzJ#sTwfJWamLIA-XZinJlue8AUUzhcR5sSr7agsN6nuztE) & [Baidu[c5d5]](https://pan.baidu.com/s/1U0eHveqj4lBjepQgqkvuzA?pwd=c5d5) | | ⬆️ | YOLOV7X | Object Detection | [yolov7](https://github.com/WongKinYiu/yolov7) | [MEGA](https://mega.nz/file/8SFVxZZa#x87UxFRIl9n4wIL4UQ02GGJOJm8eN_xVzj7BbIoBQ5k) & [Baidu[uax8]](https://pan.baidu.com/s/1pmk4UPNUv-JqvuwkGT1_FA?pwd=uax8)| [MEGA](https://mega.nz/file/cHEzEaRT#jXg_8LY6sQVqCBlyHu3Wy-MZD7-PhniqHeGBJzmIGAg) & [Baidu[s7qm]](https://pan.baidu.com/s/1gOchiBMNLgILXOXaQd4wmQ?pwd=s7qm) | [MEGA](https://mega.nz/folder/wWtF1QBZ#KIG1k9GAJWPGK1dpxKkqWA) & [Baidu[nzun]](https://pan.baidu.com/s/1Lh-uAKgh4PKoaOQfdslUTg?pwd=nzun) | [MEGA](https://mega.nz/folder/ZecHSLAY#1skWPuf8vvv0audhPx_jiw) & [Baidu[4dmi]](https://pan.baidu.com/s/1Trud5pfpMKbH-ADx0_IVtA?pwd=4dmi) | [MEGA](https://mega.nz/folder/FCdhEa7a#xKaS8uTYuwMsHEhRfmG0rg) & [Baidu[5y8d]](https://pan.baidu.com/s/1tq87cWflBPqaaqwCKklzMA?pwd=5y8d) | [MEGA](https://mega.nz/file/QfMwzZRB#s6OBUKh8-Y2ThgYeMhuRAB6zGKEie9pX2KpYscBDW_A) & [Baidu[c5d5]](https://pan.baidu.com/s/1U0eHveqj4lBjepQgqkvuzA?pwd=c5d5) | | ⬆️ | YOLOV7X_GRID | Object Detection | [yolov7](https://github.com/WongKinYiu/yolov7) | [MEGA](https://mega.nz/file/obN2CJ5A#rTIH2uM7LGLmROMMGAinvRtByanYxdaQ0rEawfZfGFI) & [Baidu[uax8]](https://pan.baidu.com/s/1pmk4UPNUv-JqvuwkGT1_FA?pwd=uax8)| [MEGA](https://mega.nz/file/YCU1AbzZ#8UPK_3bWgHMpClyu8LdDkXyYxFYLOYlBYUzNalrFWeM) & [Baidu[s7qm]](https://pan.baidu.com/s/1gOchiBMNLgILXOXaQd4wmQ?pwd=s7qm) | ❎ | [MEGA](https://mega.nz/folder/ZecHSLAY#1skWPuf8vvv0audhPx_jiw) & [Baidu[4dmi]](https://pan.baidu.com/s/1Trud5pfpMKbH-ADx0_IVtA?pwd=4dmi) | [MEGA](https://mega.nz/folder/FCdhEa7a#xKaS8uTYuwMsHEhRfmG0rg) & [Baidu[5y8d]](https://pan.baidu.com/s/1tq87cWflBPqaaqwCKklzMA?pwd=5y8d) | [MEGA](https://mega.nz/file/hDsAUJqZ#tcH-oPIrOCca62gYCO3CDZxRAJzFpC0d6JEWTpOQOQU) & [Baidu[c5d5]](https://pan.baidu.com/s/1U0eHveqj4lBjepQgqkvuzA?pwd=c5d5) | | ⬆️ | YOLOV7_D6_GRID | Object Detection | [yolov7](https://github.com/WongKinYiu/yolov7) | [MEGA](https://mega.nz/file/JClhQa4C#L99w3wtxAVtnj6pCcaP20HN2ejEl8PDhIu3hwcMQpdc) & [Baidu[uax8]](https://pan.baidu.com/s/1pmk4UPNUv-JqvuwkGT1_FA?pwd=uax8)| [MEGA](https://mega.nz/file/tPljjSDT#pFp2PCfMiwVXkxeNIu9niLVVVz3oIDn0dObWnfLS9II) & [Baidu[s7qm]](https://pan.baidu.com/s/1gOchiBMNLgILXOXaQd4wmQ?pwd=s7qm) | ❎ | [MEGA](https://mega.nz/folder/ZecHSLAY#1skWPuf8vvv0audhPx_jiw) & [Baidu[4dmi]](https://pan.baidu.com/s/1Trud5pfpMKbH-ADx0_IVtA?pwd=4dmi) | [MEGA](https://mega.nz/folder/FCdhEa7a#xKaS8uTYuwMsHEhRfmG0rg) & [Baidu[5y8d]](https://pan.baidu.com/s/1tq87cWflBPqaaqwCKklzMA?pwd=5y8d) | [MEGA](https://mega.nz/file/VGUXiZLA#xBTUNLsDtiPrpUCYuvvG71G-sbhOfmfpjn1s9bDOgOA) & [Baidu[c5d5]](https://pan.baidu.com/s/1U0eHveqj4lBjepQgqkvuzA?pwd=c5d5) | | ⬆️ | YOLOV7_E6_GRID | Object Detection | [yolov7](https://github.com/WongKinYiu/yolov7) | [MEGA](https://mega.nz/file/1KcFwLBR#Acnm-Nyq8jGzXiwheK5jN9egC3FCfdYkQeQxnfTvQaU) & [Baidu[uax8]](https://pan.baidu.com/s/1pmk4UPNUv-JqvuwkGT1_FA?pwd=uax8)| [MEGA](https://mega.nz/file/Uec3SQ5L#MI-TpeuusGXAfuzgRsAlCFey0TTM161Yo_n0qcaYnJY) & [Baidu[s7qm]](https://pan.baidu.com/s/1gOchiBMNLgILXOXaQd4wmQ?pwd=s7qm) | ❎ | [MEGA](https://mega.nz/folder/ZecHSLAY#1skWPuf8vvv0audhPx_jiw) & [Baidu[4dmi]](https://pan.baidu.com/s/1Trud5pfpMKbH-ADx0_IVtA?pwd=4dmi) | [MEGA](https://mega.nz/folder/FCdhEa7a#xKaS8uTYuwMsHEhRfmG0rg) & [Baidu[5y8d]](https://pan.baidu.com/s/1tq87cWflBPqaaqwCKklzMA?pwd=5y8d) | [MEGA](https://mega.nz/file/QWUW1LAD#9I9L6fOrncrh-1BNa3OlgttXXNePk87zAPWBpskTF-Y) & [Baidu[c5d5]](https://pan.baidu.com/s/1U0eHveqj4lBjepQgqkvuzA?pwd=c5d5) | |

| YOLOV8_N | Object Detection | [ultralytics](https://github.com/ultralytics/ultralytics) | [MEGA](https://mega.nz/file/8DNgURhI#msK941uypmzJRSLZlviNHGPwzyn52H25uEat66i_-ck) & [Baidu[ztvu]](https://pan.baidu.com/s/1YatJ_CenXVMLIajlZFdDAA?pwd=ztvu)| [MEGA](https://mega.nz/file/QTUlSIiQ#U_amEDm7sZxvO2CuHLwCtI5gZGoUBX6uwoabE3uy-UE) & [Baidu[bwx7]](https://pan.baidu.com/s/1wMPukCqbjkkvFHZemmsqfQ?pwd=bwx7) | [MEGA](https://mega.nz/folder/pOMGATiR#Pz5CjVutl_ETHVmkOaFqhw) & [Baidu[ihu9]](https://pan.baidu.com/s/12df37aBngJZJYkZApy0-1Q?pwd=ihu9) | [MEGA](https://mega.nz/folder/QK1zhKqD#x_ceiXBScE8sqrAaF2Rxpw) & [Baidu[z5mq]](https://pan.baidu.com/s/1v_vWD2QTUS_d23msZK-NlQ?pwd=z5mq) | [MEGA](https://mega.nz/folder/BDlklaYb#0oSmQKd4LSIJkFCcybQBjw) & [Baidu[qy7k]](https://pan.baidu.com/s/1GMGZn5CHhT2pdQ6S2gP_ig?pwd=qy7k) | [MEGA](https://mega.nz/file/pGd0CSJR#ixdZYqCnL6S3cXfcquJoxCm_mk_xMQ-AT57Kkzpx5CQ) & [Baidu[qb2a]](https://pan.baidu.com/s/1t2YT7h4vzNGR8tpPXraHwQ?pwd=qb2a) | |

| YOLOV8_S | Object Detection | [ultralytics](https://github.com/ultralytics/ultralytics) | [MEGA](https://mega.nz/file/gKlWkRga#us64TctYxk6iBV5jRG2gnjTMvvLvlchPgHxObqcPhjY) & [Baidu[ztvu]](https://pan.baidu.com/s/1YatJ_CenXVMLIajlZFdDAA?pwd=ztvu)| [MEGA](https://mega.nz/file/QLdzWZTa#5G0AmhnhNh_gnAbKfp_40AT6DvdGa3SkY8plvqzgNnY) & [Baidu[bwx7]](https://pan.baidu.com/s/1wMPukCqbjkkvFHZemmsqfQ?pwd=bwx7) | [MEGA](https://mega.nz/folder/pOMGATiR#Pz5CjVutl_ETHVmkOaFqhw) & [Baidu[ihu9]](https://pan.baidu.com/s/12df37aBngJZJYkZApy0-1Q?pwd=ihu9) | [MEGA](https://mega.nz/folder/QK1zhKqD#x_ceiXBScE8sqrAaF2Rxpw) & [Baidu[z5mq]](https://pan.baidu.com/s/1v_vWD2QTUS_d23msZK-NlQ?pwd=z5mq) | [MEGA](https://mega.nz/folder/BDlklaYb#0oSmQKd4LSIJkFCcybQBjw) & [Baidu[qy7k]](https://pan.baidu.com/s/1GMGZn5CHhT2pdQ6S2gP_ig?pwd=qy7k) | [MEGA](https://mega.nz/file/ZP0kTKCD#ph5mr-qS2p4500pc-fbsvoLb-fb403XFKVIHeu2v-kc) & [Baidu[qb2a]](https://pan.baidu.com/s/1t2YT7h4vzNGR8tpPXraHwQ?pwd=qb2a) | | ⬆️ | YOLOV8_M | Object Detection | [ultralytics](https://github.com/ultralytics/ultralytics) | [MEGA](https://mega.nz/file/oDtTmCBC#mgi6nZQ8sHIuAyPZURhC8PzC8hNBzJRNeE2fM1gIcaY) & [Baidu[ztvu]](https://pan.baidu.com/s/1YatJ_CenXVMLIajlZFdDAA?pwd=ztvu)| [MEGA](https://mega.nz/file/8Hc0BRrS#CF4On4VLMd2bvEwJDq3gAqybfoP3JjMVq2SIz_fnGXo) & [Baidu[bwx7]](https://pan.baidu.com/s/1wMPukCqbjkkvFHZemmsqfQ?pwd=bwx7) | [MEGA](https://mega.nz/folder/pOMGATiR#Pz5CjVutl_ETHVmkOaFqhw) & [Baidu[ihu9]](https://pan.baidu.com/s/12df37aBngJZJYkZApy0-1Q?pwd=ihu9) | [MEGA](https://mega.nz/folder/QK1zhKqD#x_ceiXBScE8sqrAaF2Rxpw) & [Baidu[z5mq]](https://pan.baidu.com/s/1v_vWD2QTUS_d23msZK-NlQ?pwd=z5mq) | [MEGA](https://mega.nz/folder/BDlklaYb#0oSmQKd4LSIJkFCcybQBjw) & [Baidu[qy7k]](https://pan.baidu.com/s/1GMGZn5CHhT2pdQ6S2gP_ig?pwd=qy7k) | [MEGA](https://mega.nz/file/0adBSQTD#amJkbIvyALI5VPiQVsu-KPKSCkXSCxxmmT7gg0AnpEw) & [Baidu[qb2a]](https://pan.baidu.com/s/1t2YT7h4vzNGR8tpPXraHwQ?pwd=qb2a) | | ⬆️ | YOLOV8_L | Object Detection | [ultralytics](https://github.com/ultralytics/ultralytics) | [MEGA](https://mega.nz/file/QTt3ASIS#7fgVBJkZXJuJ7pLgQpgSomP9U9mkPLj_TShnreoLhf8) & [Baidu[ztvu]](https://pan.baidu.com/s/1YatJ_CenXVMLIajlZFdDAA?pwd=ztvu)| [MEGA](https://mega.nz/file/pScl3KyD#4AOoFAqP3IFWQgnm0dKW-jIXmMHzHdmDhGuxXxG2V78) & [Baidu[bwx7]](https://pan.baidu.com/s/1wMPukCqbjkkvFHZemmsqfQ?pwd=bwx7) | [MEGA](https://mega.nz/folder/pOMGATiR#Pz5CjVutl_ETHVmkOaFqhw) & [Baidu[ihu9]](https://pan.baidu.com/s/12df37aBngJZJYkZApy0-1Q?pwd=ihu9) | [MEGA](https://mega.nz/folder/QK1zhKqD#x_ceiXBScE8sqrAaF2Rxpw) & [Baidu[z5mq]](https://pan.baidu.com/s/1v_vWD2QTUS_d23msZK-NlQ?pwd=z5mq) | [MEGA](https://mega.nz/folder/BDlklaYb#0oSmQKd4LSIJkFCcybQBjw) & [Baidu[qy7k]](https://pan.baidu.com/s/1GMGZn5CHhT2pdQ6S2gP_ig?pwd=qy7k) | [MEGA](https://mega.nz/file/tCNQQbSL#IQOSFzcFmeO-sfZdpK4JojMnl9npkvy6vP5mVPoYpHg) & [Baidu[qb2a]](https://pan.baidu.com/s/1t2YT7h4vzNGR8tpPXraHwQ?pwd=qb2a) | | ⬆️ | YOLOV8_X | Object Detection | [ultralytics](https://github.com/ultralytics/ultralytics) | [MEGA](https://mega.nz/file/MT8ylaQY#yR92TTDis0gKAZzP_8NRJymjjZnkx2Wl7RRqT5jjJQA) & [Baidu[ztvu]](https://pan.baidu.com/s/1YatJ_CenXVMLIajlZFdDAA?pwd=ztvu)| [MEGA](https://mega.nz/file/EGdVVAZS#aSnJu_csRFNGPxiEN5-k6QyUIctwXjAAz05uPBxOf0c) & [Baidu[bwx7]](https://pan.baidu.com/s/1wMPukCqbjkkvFHZemmsqfQ?pwd=bwx7) | [MEGA](https://mega.nz/folder/pOMGATiR#Pz5CjVutl_ETHVmkOaFqhw) & [Baidu[ihu9]](https://pan.baidu.com/s/12df37aBngJZJYkZApy0-1Q?pwd=ihu9) | [MEGA](https://mega.nz/folder/QK1zhKqD#x_ceiXBScE8sqrAaF2Rxpw) & [Baidu[z5mq]](https://pan.baidu.com/s/1v_vWD2QTUS_d23msZK-NlQ?pwd=z5mq) | [MEGA](https://mega.nz/folder/BDlklaYb#0oSmQKd4LSIJkFCcybQBjw) & [Baidu[qy7k]](https://pan.baidu.com/s/1GMGZn5CHhT2pdQ6S2gP_ig?pwd=qy7k) | [MEGA](https://mega.nz/file/YHMFyLDI#ntjUKHDwgWuD0Axk-xdgfQizTU4-AUeA5WOkHETQ4nc) & [Baidu[qb2a]](https://pan.baidu.com/s/1t2YT7h4vzNGR8tpPXraHwQ?pwd=qb2a) | |

| MOVENET | KeyPoints Detection| [movenet.pytorch](https://github.com/fire717/movenet.pytorch) | [MEGA](https://mega.nz/file/ZXsQGSbB#Fwk41W__y_NQwI2JIO72zeokvxf4fDkEldICoRzmHwg) & [Baidu[q5i8]](https://pan.baidu.com/s/1auLlBCxR0-60S8soNX6SAQ?pwd=q5i8)| [MEGA](https://mega.nz/file/MbERFJqb#MEc6-fhu1xn37fuiL91nKxQfmKFyP8KTnwaEfqRlrd8) & [Baidu[fpia]](https://pan.baidu.com/s/1bOl9NZL76d0yPNAe_fzkRQ?pwd=fpia) | [MEGA](https://mega.nz/folder/NXFUSJAI#AJFNU0813DCgB4rijfvSBQ) & [Baidu[yhdp]](https://pan.baidu.com/s/170xiSD8wC619sqhjZ7UEag?pwd=yhdp) | [MEGA](https://mega.nz/folder/9LkSxLQb#Dqi2BoCF4mX_3P1SXZIetA) & [Baidu[43hb]](https://pan.baidu.com/s/1WxF2LN0amknfYHLxP2dKVg?pwd=43hb) | [MEGA](https://mega.nz/folder/NSExlRqb#1WylAhDNHhFsZ7qdgsiz4w) & [Baidu[m73t]](https://pan.baidu.com/s/1dZJ1pX-yF95rYWJqwBdXfw?pwd=m73t) | [MEGA](https://mega.nz/file/sb9R0JxJ#ndxfdd1dWp_iOBASYZHJOX5MhMjBSeYzUdwotwC_Ycw) & [Baidu[h7th]](https://pan.baidu.com/s/1NYlYjLbZom5dHFrjPs8mFA?pwd=h7th) | |

| PADDLE_OCR | OCR | [PaddleOCR](https://github.com/PaddlePaddle/PaddleOCR) | [MEGA](https://mega.nz/folder/ZS9F3JJS#ENGcs_hVAVo7zCC4T2Iqzw) & [Baidu[m1ru]](https://pan.baidu.com/s/11UBHk2odAK2_LFOUncF1yg?pwd=m1ru)| [MEGA](https://mega.nz/folder/VT9FyCTb#uBQ9dzW_7bqu6yCOnvap6g) & [Baidu[a3hb]](https://pan.baidu.com/s/15_IySJCZkV5NU04ZJUQMPw?pwd=a3hb) | [MEGA](https://mega.nz/folder/YTknTZ4J#1zwRxHHSelPqb2yumylrAg) & [Baidu[pri5]](https://pan.baidu.com/s/1SPIiW4GScm0zbORmCmcWAQ?pwd=pri5) | [MEGA](https://mega.nz/folder/oa0E2S4D#YGvBaW4b7NOYz7Ey0hEi7Q) & [Baidu[81nm]](https://pan.baidu.com/s/1YrW7i-wix4E9TILvnDo37g?pwd=81nm) | ❎ | [MEGA](https://mega.nz/folder/NfcU3QBY#_ZAd1PJfTbPN9KQ4KNi94g) & [Baidu[qkc9]](https://pan.baidu.com/s/1d37GpmJUUBMUs92wkZqxsQ?pwd=qkc9) | | 🈚️ | MOBILE_VIT_S | Classification | [MobileViT](https://github.com/wilile26811249/MobileViT) | [MEGA](https://mega.nz/file/sHNSHAyZ#_OG3MtjE1YdZ4a3i_gHXJPDxBCXwHivT7RDUOIA_N2E) & [Baidu[mgpn]](https://pan.baidu.com/s/1sdhkR7rkBD3-sDlAlECAdQ?pwd=mgpn)| [MEGA](https://mega.nz/file/FW8nkQDA#pCqYhjvD_sBlmTrb3CTOwUEq7--jHggyf_l19tPXIlE) & [Baidu[576h]](https://pan.baidu.com/s/1bTmi-Zi_CfYUgnguIFtp5g?pwd=576h) | ❎ | [MEGA](https://mega.nz/folder/4f1BzDYb#_dpPET4DBaXdtzKTVHVX7A) & [Baidu[6nkb]](https://pan.baidu.com/s/1czRxVOUO-EMlubN_6Dg0bw?pwd=6nkb) | ❎ | ❎ | | 🈚️ | MOBILE_VIT_XXS | Classification | [MobileViT](https://github.com/wilile26811249/MobileViT) | [MEGA](https://mega.nz/file/NLMBQa5S#qZeP_3p9m2zxJ_gNxL2E0DMeAQkwfu5KetpQQqmNtvo) & [Baidu[mgpn]](https://pan.baidu.com/s/1sdhkR7rkBD3-sDlAlECAdQ?pwd=mgpn)| [MEGA](https://mega.nz/file/sPVzXbyI#ISiJluFE4aB-3ZLMk7uR1C2KDBf63FxXc9iXMjfqpRA) & [Baidu[576h]](https://pan.baidu.com/s/1bTmi-Zi_CfYUgnguIFtp5g?pwd=576h) | ❎ | [MEGA](https://mega.nz/folder/4f1BzDYb#_dpPET4DBaXdtzKTVHVX7A) & [Baidu[6nkb]](https://pan.baidu.com/s/1czRxVOUO-EMlubN_6Dg0bw?pwd=6nkb) | ❎ | ❎ | |

| ANIME_PAPRIKA | Gan | [AnimeGANv2](https://github.com/TachibanaYoshino/AnimeGANv2) | [MEGA](https://mega.nz/file/xf9V0JZQ#t2IzsJHHPynzVLGwWgyqoBM1j4Y19hzxX-JDZQs4kTw) & [Baidu[2xa6]](https://pan.baidu.com/s/1QQ3vy3DrRsnBMzt_LI-O_g?pwd=2xa6)| [MEGA](https://mega.nz/file/YT8R1DCI#PqfmLWdE445P7btya9Rx4Eu10qXNNa0xtguyBMJ90NM) & [Baidu[niqg]](https://pan.baidu.com/s/1Wam6Aq548ug4X9lMNU6y_A?pwd=niqg) | ❎ | [MEGA](https://mega.nz/folder/9O8mDTzC#Ile7mso4l2lAgrIvHAgubw) & [Baidu[q8uv]](https://pan.baidu.com/s/1D9WDKsrWPbYmw020cKsgBA?pwd=q8uv) | ❎ | ❎ | | ⬆️ | ANIME_PAPRIKA_DYN | Gan | [AnimeGANv2](https://github.com/TachibanaYoshino/AnimeGANv2) | [MEGA](https://mega.nz/file/0L9hXQJD#OcC3tB4tMOlVomCv5595kRGsgwa3GoR2rO6KKohWbCo) & [Baidu[2xa6]](https://pan.baidu.com/s/1QQ3vy3DrRsnBMzt_LI-O_g?pwd=2xa6)| [MEGA](https://mega.nz/file/ISM2EYyZ#m2AavqP_ntyOhyWoM1RRBmcvV_t9_0YiQo4ce9XVxhs) & [Baidu[niqg]](https://pan.baidu.com/s/1Wam6Aq548ug4X9lMNU6y_A?pwd=niqg) | ❎ | [MEGA](https://mega.nz/folder/9O8mDTzC#Ile7mso4l2lAgrIvHAgubw) & [Baidu[q8uv]](https://pan.baidu.com/s/1D9WDKsrWPbYmw020cKsgBA?pwd=q8uv) | ❎ | ❎ | |

| ANIME_FACEPAINT_V1 | Gan | [AnimeGANv2](https://github.com/TachibanaYoshino/AnimeGANv2) | [MEGA](https://mega.nz/file/4S1EgCTC#UwAbsqkttnAYzQDE-cegzYTh5qSo_fvyWhRk6GOPl0I) & [Baidu[2xa6]](https://pan.baidu.com/s/1QQ3vy3DrRsnBMzt_LI-O_g?pwd=2xa6)| [MEGA](https://mega.nz/file/kftwWCrK#nVnierDElXirqmABC_TPrLmf7_Y9JSOm-OF4nV2OpP0) & [Baidu[niqg]](https://pan.baidu.com/s/1Wam6Aq548ug4X9lMNU6y_A?pwd=niqg) | ❎ | [MEGA](https://mega.nz/folder/9O8mDTzC#Ile7mso4l2lAgrIvHAgubw) & [Baidu[q8uv]](https://pan.baidu.com/s/1D9WDKsrWPbYmw020cKsgBA?pwd=q8uv) | ❎ | ❎ | | ⬆️ | ANIME_FACEPAINT_V1_DYN | Gan | [AnimeGANv2](https://github.com/TachibanaYoshino/AnimeGANv2) | [MEGA](https://mega.nz/file/FWlkWK7R#d1BmnEYtmz4GVhC0ly3YYtDDa_Ac8JZiy1mptkSBh3o) & [Baidu[2xa6]](https://pan.baidu.com/s/1QQ3vy3DrRsnBMzt_LI-O_g?pwd=2xa6)| [MEGA](https://mega.nz/file/Jb0mWZ7B#ajGU2cfi5Td1uFYfxeq6CD3-vj-qxKckx8dGvSmGX0k) & [Baidu[niqg]](https://pan.baidu.com/s/1Wam6Aq548ug4X9lMNU6y_A?pwd=niqg) | ❎ | [MEGA](https://mega.nz/folder/9O8mDTzC#Ile7mso4l2lAgrIvHAgubw) & [Baidu[q8uv]](https://pan.baidu.com/s/1D9WDKsrWPbYmw020cKsgBA?pwd=q8uv) | ❎ | ❎ | |

| ANIME_FACEPAINT_V2 | Gan | [AnimeGANv2](https://github.com/TachibanaYoshino/AnimeGANv2) | [MEGA](https://mega.nz/file/oalQiCiR#1341mja_d3gE29mi0tk75MHfqIE0RoTzU16aVmgxtsY) & [Baidu[2xa6]](https://pan.baidu.com/s/1QQ3vy3DrRsnBMzt_LI-O_g?pwd=2xa6)| [MEGA](https://mega.nz/file/YSU3Bbya#gxr4tLpvFtJRvtSdli-z-H5LiuRJs3gUkf-gRDAfRlo) & [Baidu[niqg]](https://pan.baidu.com/s/1Wam6Aq548ug4X9lMNU6y_A?pwd=niqg) | ❎ | [MEGA](https://mega.nz/folder/9O8mDTzC#Ile7mso4l2lAgrIvHAgubw) & [Baidu[q8uv]](https://pan.baidu.com/s/1D9WDKsrWPbYmw020cKsgBA?pwd=q8uv) | ❎ | ❎ | | ⬆️ | ANIME_FACEPAINT_V2_DYN | Gan | [AnimeGANv2](https://github.com/TachibanaYoshino/AnimeGANv2) | [MEGA](https://mega.nz/file/xOVTGajY#ka8DNGGlycRzuzT90tOz5ZWIrPYud-or9I0uE2oHdDU) & [Baidu[2xa6]](https://pan.baidu.com/s/1QQ3vy3DrRsnBMzt_LI-O_g?pwd=2xa6)| [MEGA](https://mega.nz/file/xb1WWYiZ#aIDOG7RHppIj-MGidiafpTq8ACSIeVtHOWJjcLGFflo) & [Baidu[niqg]](https://pan.baidu.com/s/1Wam6Aq548ug4X9lMNU6y_A?pwd=niqg) | ❎ | [MEGA](https://mega.nz/folder/9O8mDTzC#Ile7mso4l2lAgrIvHAgubw) & [Baidu[q8uv]](https://pan.baidu.com/s/1D9WDKsrWPbYmw020cKsgBA?pwd=q8uv) | ❎ | ❎ | |

| ANIME_CELEBA | Gan | [AnimeGANv2](https://github.com/TachibanaYoshino/AnimeGANv2) | [MEGA](https://mega.nz/file/4C0wEBrB#z0MiwAk6CFnP34PcST3xKsEpp4ngRlrJi1y51_TZRd8) & [Baidu[2xa6]](https://pan.baidu.com/s/1QQ3vy3DrRsnBMzt_LI-O_g?pwd=2xa6)| [MEGA](https://mega.nz/file/NGl0wSgK#Vj9yy_xtw7FOeHWsRokvIvRdU_fme1wvzC19K8OUCNQ) & [Baidu[niqg]](https://pan.baidu.com/s/1Wam6Aq548ug4X9lMNU6y_A?pwd=niqg) | ❎ | [MEGA](https://mega.nz/folder/9O8mDTzC#Ile7mso4l2lAgrIvHAgubw) & [Baidu[q8uv]](https://pan.baidu.com/s/1D9WDKsrWPbYmw020cKsgBA?pwd=q8uv) | ❎ | ❎ | | ⬆️ | ANIME_CELEBA_DYN | Gan | [AnimeGANv2](https://github.com/TachibanaYoshino/AnimeGANv2) | [MEGA](https://mega.nz/file/gStnRCQL#D2jA9OG1Yfyoreazf2MmVuCbATrVRqfBBVpHi_oH-po) & [Baidu[2xa6]](https://pan.baidu.com/s/1QQ3vy3DrRsnBMzt_LI-O_g?pwd=2xa6)| [MEGA](https://mega.nz/file/hG1V3ACD#opAyBkm2iKFSMb8Bwtle2rbTy7fp6jruDOdS10KfAO4) & [Baidu[niqg]](https://pan.baidu.com/s/1Wam6Aq548ug4X9lMNU6y_A?pwd=niqg) | ❎ | [MEGA](https://mega.nz/folder/9O8mDTzC#Ile7mso4l2lAgrIvHAgubw) & [Baidu[q8uv]](https://pan.baidu.com/s/1D9WDKsrWPbYmw020cKsgBA?pwd=q8uv) | ❎ | ❎ | |

| MOBILE_STYLEGAN | Gan | [MobileStyleGAN.pytorch](https://github.com/bes-dev/MobileStyleGAN.pytorch) | [MEGA](https://mega.nz/folder/xbMRlR6T#I5KxWkkQebCqc7j2GfOxkw) & [Baidu[d5dk]](https://pan.baidu.com/s/1fWQ1a8wgp8ofCCKfyOG9Aw?pwd=d5dk)| [MEGA](https://mega.nz/folder/UbNnjIJb#AuScaW-mRda4r60moYtMBA) & [Baidu[tcic]](https://pan.baidu.com/s/1R_UcNTM8720DN-c5CsHZhg?pwd=tcic) | ❎ | [MEGA](https://mega.nz/folder/Qf0QlbzR#3TbLMAH_WKoBbzU3cZskEw) & [Baidu[n79w]](https://pan.baidu.com/s/1bmOkCBz1NzoKDdnt9CTCuw?pwd=n79w) | ❎ | ❎ | |

| MOBILE_SAM | SAM | [MobileSAM](https://github.com/ChaoningZhang/MobileSAM) | [MEGA](https://mega.nz/folder/oPVVTKpA#gRfv1dnXn-5GebR3uqyD7Q) & [Baidu[waxt]](https://pan.baidu.com/s/1_ih-1-8XFhY5ss5MaEuebw?pwd=waxt)| [MEGA](https://mega.nz/folder/NLMnRJJC#MHtBPVnk56bh0PeZ9i0oXg) & [Baidu[77rn]](https://pan.baidu.com/s/1DlZjgzGIuN9qwFlhEVz10Q?pwd=77rn) | ❎ | [MEGA](https://mega.nz/folder/gXdhjbAY#iP8tMQIk5LPGPaJE2S3CkQ) & [Baidu[yrph]](https://pan.baidu.com/s/1MxTDftpHHjye81c-7-5W6w?pwd=yrph) | ❎ | ❎ | |

| ThinPlateSplineMotionModel | | [Thin-Plate-Spline-Motion-Model](https://github.com/yoyo-nb/Thin-Plate-Spline-Motion-Model) | [MEGA](https://mega.nz/folder/MPtGzRjb#IXpP4W2zaq3ToSyefF4cQw) & [Baidu[fcxw]](https://pan.baidu.com/s/1PstxZsNfiEHz1VCPT9FxKw?pwd=fcxw)| [MEGA](https://mega.nz/folder/0GlWEJ5R#_8p3kcRtM42FWsF1XNfy8g) & [Baidu[eh3w]](https://pan.baidu.com/s/1O3QUC9zr09QdRD5OGIMCbA?pwd=eh3w) | ❎ | [MEGA](https://mega.nz/folder/xXsXQZ6K#0F7nHD3yLQushKUJYo-lew) & [Baidu[sdkv]](https://pan.baidu.com/s/1u_qQIdETU_8zw549biQ3YQ?pwd=sdkv) | ❎ | ❎ | |

| StableDiffusionInpainting |StableDiffusion | [stable-diffusion-inpainting](https://huggingface.co/runwayml/stable-diffusion-inpainting/tree/main) | [huggingface](https://huggingface.co/TalkUHulk/AiDB/tree/main/onnx/stablediffusion/stable-diffusion-inpainting)| ❎ | ❎ | ❎ | ❎ | ❎ | |

| StableDiffusionControlNetImg2Img | StableDiffusion | [ControlNet](https://huggingface.co/lllyasviel/ControlNet) | [huggingface](https://huggingface.co/TalkUHulk/AiDB/tree/main/onnx/stablediffusion/sd_controlnet_lora_shinkawa_youji) | ❎ | ❎ | ❎ | ❎ | ❎ |

### Usage Example: use scrfd detect face by mnn: ```c++ #include #include "Interpreter.h" #include "utility/Utility.h" auto interpreter = AIDB::Interpreter::createInstance("scrfd_500m_kps", "mnn"); auto bgr = cv::imread("./doc/test/face.jpg"); cv::Mat blob = *det_ins << bgr; std::vector> outputs; std::vector> outputs_shape; det_ins->forward((float*)blob.data, det_ins->width(), det_ins->height(), det_ins->channel(), outputs, outputs_shape); std::vector> face_metas; assert(face_detect_input->scale_h() == face_detect_input->scale_w()); AIDB::Utility::scrfd_post_process(outputs, face_metas, det_ins->width(), det_ins->height(), det_ins->scale_h()); ``` ## Sample Usage In linux, run `source set_env.sh` before test.

Sample Usage

### Face Detect

Face Detect

```asm ./build/samples/FaceDetect model_name backend type inputfile ``` - model_name * scrfd_10g_kps * scrfd_2.5g_kps * scrfd_500m_kps - backend * ONNX * MNN * NCNN * OpenVINO * TNN * PaddleLite - type * 0 - image * 1 - video - inputfile: 0 is webcam

### Face Landmark

Face landmark

```asm ./build/samples/FaceDetectWithLandmark model_name backend pfpld backend type inputfile ``` - model_name * scrfd_10g_kps * scrfd_2.5g_kps * scrfd_500m_kps - backend * ONNX * MNN * NCNN * OpenVINO * TNN * PaddleLite - type * 0 - image * 1 - video - inputfile: 0 is webcam

### Face Alignment

Face Alignment

```asm ./build/samples/FaceDetectWith3DDFA det_model_name backend tddfa_model_name backend type inputfile ``` - det_backend * scrfd_10g_kps * scrfd_2.5g_kps * scrfd_500m_kps - tddfa_model_name * 3ddfa_mb1_bfm_base * 3ddfa_mb1_bfm_dense * 3ddfa_mb05_bfm_base * 3ddfa_mb05_bfm_dense - backend * ONNX * MNN * NCNN * OpenVINO * TNN * PaddleLite - type * 0 - image * 1 - video - inputfile: 0 is webcam

### Face Parsing

Face Parsing

```asm ./build/samples/FaceParsing bisenet backend type inputfile ``` - backend * ONNX * MNN * NCNN * OpenVINO * TNN * PaddleLite - type * 0 - image * 1 - video - inputfile: 0 is webcam

### OCR

Ocr

```asm ./build/samples/PPOcr ppocr_det det_backend ppocr_cls cls_backend ppocr_ret rec_backend type inputfile ``` - det_backend/cls_backend/rec_backend * ONNX * MNN * NCNN * OpenVINO * PaddleLite - type * 0 - image * 1 - video - inputfile: 0 is webcam

### YoloX

YoloX

```asm ./build/samples/YoloX model_name backend type inputfile ``` - model_name * yolox_tiny * yolox_nano * yolox_s * yolox_m * yolox_l * yolox_x * yolox_darknet - backend * ONNX * MNN * NCNN * OpenVINO * TNN * PaddleLite - type * 0 - image * 1 - video - inputfile: 0 is webcam

### YoloV7

YoloV7

```asm ./build/samples/YoloV7 model_name backend type inputfile ``` - model_name * yolov7_tiny * yolov7_tiny_grid * yolov7 * yolov7_grid * yolov7x * yolov7x_grid * yolov7_d6_grid * yolov7_e6_grid - backend * ONNX * MNN * NCNN * OpenVINO * TNN * PaddleLite - type * 0 - image * 1 - video - inputfile: 0 is webcam

### YoloV8

YoloV8

```asm ./build/samples/YoloV8 model_name backend type inputfile ``` - model_name * yolov8n * yolov8s * yolov8m * yolov8l * yolov8x - backend * ONNX * MNN * NCNN * OpenVINO * TNN * PaddleLite - type * 0 - image * 1 - video - inputfile: 0 is webcam

### MobileVit

MobileVit

```asm ./build/samples/MobileViT model_name backend inputfile ``` - model_name * mobilevit_xxs * mobilevit_s - backend * ONNX * MNN * OpenVINO

### MoveNet

MoveNet

```asm ./build/samples/Movenet movenet backend type inputfile ``` - backend * ONNX * MNN * NCNN * OpenVINO * TNN * PaddleLite - type * 0 - image * 1 - video - inputfile: 0 is webcam

### MobileStyleGan

MobileStyleGan

```asm ./build/samples/MobileStyleGan mobilestylegan_mappingnetwork map_backend mobilestylegan_synthesisnetwork syn_backend ``` - map_backend/syn_backend * ONNX * MNN * OpenVINO

### AnimeGan

AnimeGan

```asm ./build/samples/AnimeGan model_name backend 0 inputfile ``` - model_name * animeganv2_celeba_distill * animeganv2_celeba_distill_dynamic * animeganv2_face_paint_v1 * animeganv2_face_paint_v1_dynamic * animeganv2_face_paint_v2 * animeganv2_face_paint_v2_dynamic * animeganv2_paprika * animeganv2_paprika_dynamic - backend * ONNX * MNN * OpenVINO

## Pitfalls 🐱 🐶 🐭 🐹 🐰 🐺 🐸 🐯 🐨 🐻 🐷

Pitfalls

1. Android-rtti Q: ```asm XXXX/3rdparty/yaml-cpp/depthguard.h:54:9: error: cannot use 'throw' with exceptions disabled In file included from XXXX/opencv/native/jni/include/opencv2/opencv.hpp:65: In file included from XXXX/opencv/native/jni/include/opencv2/flann.hpp:48: In file included from XXXX/opencv/native/jni/include/opencv2/flann/flann_base.hpp:41: In file included from XXXX/opencv/native/jni/include/opencv2/flann/params.h:35: XXXX/opencv/native/jni/include/opencv2/flann/any.h:60:63: error: use of typeid requires -frtti ``` A: app->build.gradle add "-fexceptions" ```asm externalNativeBuild { ndkBuild { cppFlags "-std=c++11", "-fexceptions" arguments "APP_OPTIM=release", "NDK_DEBUG=0" abiFilters "arm64-v8a" } } ``` if complie with ncnn, disable rtti. ```asm cmake -DCMAKE_TOOLCHAIN_FILE=../../android-ndk-r25c/build/cmake/android.toolchain.cmake -DANDROID_ABI="arm64-v8a" -DANDROID_PLATFORM=android-24 -DNCNN_SHARED_LIB=ON -DANDROID_ARM_NEON=ON -DNCNN_DISABLE_EXCEPTION=OFF -DNCNN_DISABLE_RTTI=OFF .. ``` reference: [issues/3231](https://github.com/Tencent/ncnn/issues/3231) 2. Android-mnn Q: ```asm I/MNNJNI: Can't Find type=3 backend, use 0 instead ``` A: ```asm java load so 时，显式调 System.load("libMNN_CL.so") 。在 CMakeLists.txt 里面让你的 so link libMNN_CL 貌似是不行的。 init { System.loadLibrary("aidb") System.loadLibrary("MNN"); try { System.loadLibrary("MNN_CL") System.loadLibrary("MNN_Express") System.loadLibrary("MNN_Vulkan") } catch (ce: Throwable) { Log.w("MNNJNI", "load MNN GPU so exception=%s", ce) } System.loadLibrary("mnncore") } ``` 3. Android Studio Q: ```asm Out of memory:Java heap space ``` A: ```asm gradle.properties->org.gradle.jvmargs=-Xmx4g -Dfile.encoding=UTF-8 ``` 4. Android paddle-lite Q: because kernel for 'calib' is not supported by Paddle-Lite. A: 使用带fp16标签的库 Q: kernel for 'conv2d' is not supported by Paddle-lite. A: 转模型--valid_targets =arm, 打开fp16，opt\lib版本对应 5. Android OpenVINO Q: How to deploy models in android with openvino([reference](https://github.com/openvinotoolkit/openvino/issues/15006)). A: * step1 * build openvino library. Here are my compilation instructions: ```asm cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_TOOLCHAIN_FILE=android-ndk-r25c/build/cmake/android.toolchain.cmake -DANDROID_ABI=arm64-v8a -DANDROID_PLATFORM=30 -DANDROID_STL=c++_shared -DENABLE_SAMPLES=OFF -DENABLE_OPENCV=OFF -DENABLE_CLDNN=OFF -DENABLE_VPU=OFF -DENABLE_GNA=OFF -DENABLE_MYRIAD=OFF -DENABLE_TESTS=OFF -DENABLE_GAPI_TESTS=OFF -DENABLE_BEH_TESTS=OFF .. ``` * step2 * Put openvino library(*.so) to assets.(plugin you need) * step3 * If your device is not root, put libc++.so and libc++_shared.so to assets. Q: ```asm dlopen failed: library “libc++_shared.so“ not found ``` A: cmakelist.txt ```asm add_library(libc++_shared STATIC IMPORTED) set_target_properties(libc++_shared PROPERTIES IMPORTED_LOCATION ${CMAKE_CURRENT_LIST_DIR}/../libs/android/opencv/native/libs/${ANDROID_ABI}/libc++_shared.so) ``` Q: ```asm java.lang.UnsatisfiedLinkError: dlopen failed: cannot locate symbol "__emutls_get_address" referenced by "/data/app/~~DMBfRqeqFvKzb9yUIkUZiQ==/com.hulk.aidb_demo-HrziaiyGs2adLTT-aQqemg==/lib/arm64/libopenvino_arm_cpu_plugin.so"... ``` A: Build openvino arm library, and put *.so in app/libs/${ANDROID_ABI}/. (need add `jniLibs.srcDirs = ['libs']` in build.gradle) Q: ```asm library "/system/lib64/libc++.so" ("/system/lib64/libc++.so") needed or dlopened by "/apex/com.android.art/lib64/libnativeloader.so" is not accessible for the namespace: [name="classloader-namespace", ld_library_paths="", default_library_paths="/data/app/~~IWBQrjWXHt7o71mstUGRHA==/com.hulk.aidb_demo-cfq3aSk8DN62UDtoKV4Vfg==/lib/arm64:/data/app/~~IWBQrjWXHt7o71mstUGRHA==/com.hulk.aidb_demo-cfq3aSk8DN62UDtoKV4Vfg==/base.apk!/lib/arm64-v8a", permitted_paths="/data:/mnt/expand:/data/data/com.hulk.aidb_demo"] ``` A: Put libc++.so in android studio app/libs/${ANDROID_ABI}/. (need add `jniLibs.srcDirs = ['libs']` in build.gradle)

## Maintainers [@TalkUHulk](https://github.com/TalkUHulk). ## Contributing Feel free to dive in! [Open an issue](https://github.com/TalkUHulk/ai.deploy.box/issues/new) or submit PRs. AiDB follows the [Contributor Covenant](http://contributor-covenant.org/version/1/3/0/) Code of Conduct. ### Contributors This project exists thanks to all the people who contribute.

TalkUHulk / ai.deploy.box

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