# ModelZoo

**Repository Path**: HiSpark/modelzoo

## Basic Information

- **Project Name**: ModelZoo
- **Description**: ModelZoo，HiSpark下的开源AI模型平台，涵盖计算机视觉、自然语言处理、语音、推荐、多模态、大语言模型等方向的AI模型及其基于海思实操案例。
- **Primary Language**: C++
- **License**: Apache-2.0
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 4
- **Forks**: 6
- **Created**: 2025-07-21
- **Last Updated**: 2025-12-05

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# ModelZoo


# 简介
ModelZoo，HiSpark下的开源AI模型平台，涵盖计算机视觉、自然语言处理、语音、推荐、多模态等方向的AI模型。我们仅对模型做适配和格式转化，未重新训练模型和对模型进行功能性修改。我们提供模型基于海思实操案例demo和性能表现，供开发者学习。平台的每个模型都有详细的使用指导，为方便更多开发者使用ModelZoo，我们将持续增加典型网络和相关预训练模型。如果您有任何需求，请在 **Gitee** 提交 [**issue**](https://gitee.com/HiSpark/modelzoo/issues) ，我们会及时处理。


# 目录

| 目录     | 说明    |
| -------- | ------- |
| docs     | 文档说明 |
| datasets | 数据集   |
| samples  | 模型     |
| utils    | 工具     |


# 模型列表

## 运行用户建议

**说明：**
**因使用版本差异，模型性能可能存在波动，性能仅供参考**

<table align="center">
    <tr>
    <th rowspan=1>模型</th>
    <th rowspan=1>数据集</th>
    <th rowspan=1>SVP NNN性能fps</th>
    <th rowspan=1>NNN性能fps</th>
    <th rowspan=1>输入</th>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/SqueezeNet1_1">SqueezeNet1_1 </a>
    </td>
    <td>ImageNet</td>
    <td>2052.42</td>
    <td>801.62</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ShuffleNetV2">ShuffleNetV2 </a>
    </td>
    <td>ImageNet</td>
    <td>403.39</td>
    <td>255</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ResNet50">ResNet50 </a>
    </td>
    <td>ImageNet</td>
    <td>336.66</td>
    <td>133.10</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/MobileNetV2">MobileNetV2 </a>
    </td>
    <td>ImageNet</td>
    <td>1317.222</td>
    <td>311.80</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/EfficientNetV2">EfficientNetV2 </a>
    </td>
    <td>ImageNet</td>
    <td>37.051</td>
    <td>27.338</td>
    <td>288 x 288</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/DenseNet121">DenseNet121 </a>
    </td>
    <td>ImageNet</td>
    <td>170.63</td>
    <td>108.01</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/Swin-Transformer">Swin-Transformer </a>
    </td>
    <td>ImageNet</td>
    <td>38.24</td>
    <td>9.81</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/Vit-B-16">Vit-B-16</a>
    </td>
    <td>ImageNet</td>
    <td>28.56</td>
    <td>6.85</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ResNet101">ResNet101</a>
    </td>
    <td>ImageNet</td>
    <td>210.675</td>
    <td>83.102</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ResNet18">ResNet18</a>
    </td>
    <td>ImageNet</td>
    <td>753.02</td>
    <td></td>
    <td>500 x 375</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/Chinese-CLIP">Chinese-CLIP</a>
    </td>
    <td>CIFAR100</td>
    <td>11.142</td>
    <td></td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/depth/Depth-Anything-v2">Depth-Anything-v2</a>
    </td>
    <td>DA-2K</td>
    <td>3.756</td>
    <td></td>
    <td>518 x 518</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/detection/PFLD">PFLD</a>
    </td>
    <td>WFLW</td>
    <td>1631.88</td>
    <td></td>
    <td>112 x 112</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/point/SuperPoint">SuperPoint</a>
    </td>
    <td>HPatches</td>
    <td>320.60</td>
    <td></td>
    <td>240 x 320</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/UNet">UNet</a>
    </td>
    <td>carvana</td>
    <td>9.6372</td>
    <td>2.14</td>
    <td>572 x 572</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov5">YOLOv5s</a>
    </td>
    <td>coco2017</td>
    <td>85.41</td>
    <td>35.54</td>
    <td>640 x 640</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov8l">YOLOv8l</a>
    </td>
    <td>coco2017</td>
    <td>10.393</td>
    <td></td>
    <td>640 x 640</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov8s">YOLOv8s</a>
    </td>
    <td>coco2017</td>
    <td>42.914</td>
    <td></td>
    <td>640 x 640</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolo11s">YOLO11s</a>
    </td>
    <td>coco2017</td>
    <td>42.753</td>
    <td></td>
    <td>640 x 640</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolo11s-seg">YOLO11s-seg</a>
    </td>
    <td>coco2017</td>
    <td>32.732</td>
    <td></td>
    <td>640 x 640</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/InceptionV3">InceptionV3</a>
    </td>
    <td>ImageNet</td>
    <td>192.42</td>
    <td>95.48</td>
    <td>299 x 299</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov3">YOLOv3</a>
    </td>
    <td>coco2017</td>
    <td>17.327</td>
    <td></td>
    <td>640 x 640</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov7">YOLOv7</a>
    </td>
    <td>coco2017</td>
    <td>13.45</td>
    <td>7.65</td>
    <td>640 x 640</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/detection/yolov4">YOLOv4</a>
    </td>
    <td>coco2017</td>
    <td>3.84</td>
    <td></td>
    <td>608 x 608</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolo11s-pose">YOLO11s-pose</a>
    </td>
    <td>coco2017</td>
    <td>38.6</td>
    <td></td>
    <td>640 x 640</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov6s">YOLOv6s</a>
    </td>
    <td>coco2017</td>
    <td>39.51</td>
    <td></td>
    <td>640 x 640</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/SEResNet50">SE-ResNet50</a>
    </td>
    <td>ImageNet</td>
    <td>13.56</td>
    <td>63.83</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/VGG16">VGG16</a>
    </td>
    <td>ImageNet</td>
    <td>72.27</td>
    <td>32.53</td>
    <td>224 x 224</td>
    </tr>
    <tr>
    <td>
    <a href="https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/super_resolution/CodeFormer">CodeFormer</a>
    </td>
    <td>CelebA-512</td>
    <td>1.38</td>
    <td></td>
    <td>512 x 512</td>
    </tr>
</table>



# 模型适配AI引擎计划
**注：**
**适配计划如下所示，具体时间节点，以实际发布为准**

## Hi3403 
<div align="center">

| *AI引擎* |                          **2025Q3**                          |                          **2025Q4**                          |       **2026Q1**       |     **2026Q2**      |       **2026Q3**       |
| :------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :--------------------: | :-----------------: | :--------------------: |
| SVP NNN  | [**SqueezeNet1_1**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/SqueezeNet1_1) | [**VGG16**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/vgg16) |    **YOLOV8s-OBB**     |                     |                        |
|          | [**ShuffleNetV2**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ShuffleNetV2) | [**InceptionV3**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/InceptionV3) |      **YOLOV9s**       |                     |                        |
|          | [**ResNet50**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ResNet50) | [**SE-ResNet50**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/SEResNet50) |   **Yolov8s-world**    |                     |                        |
|          | [**MobileNetV2**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/MobileNetV2) | [**YOLOV3**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov3) |     **centernet**      |                     |                        |
|          | [**EfficientNetV2**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/EfficientNetV2) | [**YOLOV4**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/detection/yolov4) |      **deepsort**      |                     |                        |
|          | [**DenseNet121**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/DenseNet121) | [**YOLOV6s**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov6s) |      **x-Stereo**      |                     |                        |
|          | [**Swin-Transformer**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/Swin-Transformer) | [**YOLOv7**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov7) |    **Yolov8s-seg**     |                     |                        |
|          | [**Vit-B-16**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/Vit-B-16) |                         **YOLOv10s**                         | **tinysan(MobileSam)** |                     |                        |
|          | [**ResNet101**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ResNet101) | [**YOLO11s-pose**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolo11s-pose) |  **Siamese network**   |                     |                        |
|          | [**ResNet18**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ResNet18) |                          **HRNet**                           |      **Facenet**       |                     |                        |
|          | [**Chinese-CLIP**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/Chinese-CLIP) |                        **CrowdCount**                        |   **PaddleOCR-rec**    |                     |                        |
|          | [**Depth-Anything-v2**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/depth/Depth-Anything-v2) | [**CodeFormer**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/super_resolution/CodeFormer) |   **PaddleOCR-det**    |                     |                        |
|          | [**PFLD**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/detection/PFLD) |                                                              |        **CRNN**        |                     |                        |
|          | [**SuperPoint**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/point/SuperPoint) |                                                              |        **VDSR**        |                     |                        |
|          | [**UNet**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/UNet) |                                                              |    **FastSpeech2**     |                     |                        |
|          | [**YOLOv5s**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov5) |                                                              | **minicpm(VLM 0.5B)**  |                     |                        |
|          | [**YOLOv8l**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov8l) |                                                              |                        |                     |                        |
|          | [**YOLOv8s**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov8s) |                                                              |                        |                     |                        |
|          | [**YOLO11s**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolo11s) |                                                              |                        |                     |                        |
|          | [**YOLO11s-seg**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolo11s-seg) |                                                              |                        |                     |                        |
|   NNN    | [**SqueezeNet1_1**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/SqueezeNet1_1) | [**VGG16**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/vgg16) |      **CN-CLIP**       |   **YOLOV8s-OBB**   |      **YOLOV10s**      |
|          | [**ShuffleNetV2**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ShuffleNetV2) | [**InceptionV3**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/InceptionV3) |       **YOLOV3**       |    **centernet**    |   **Yolov8s-world**    |
|          | [**ResNet50**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ResNet50) | [**SE-ResNet50**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/SEResNet50) |       **YOLOV4**       |    **deepsort**     | **tinysan(MobileSam)** |
|          | [**MobileNetV2**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/MobileNetV2) | [**EfficientNetV2**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/EfficientNetV2) |      **YOLOV8s**       | **DepthAnythingV2** |                        |
|          | [**DenseNet121**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/DenseNet121) | [**Swin-Transformer**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/Swin-Transformer) |      **YOLOV9s**       | **Siamese network** |                        |
|          | [**ResNet101**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/ResNet101) | [**Vit-B-16**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/built-in/classification/Vit-B-16) |      **YOLOV11s**      |     **Facenet**     |                        |
|          | [**YOLOv5s**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov5) |                         **YOLOV6s**                          |    **YOLO11s-seg**     |  **PaddleOCR-rec**  |                        |
|          |                                                              | [**YOLOv7**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/yolov7) |    **YOLO11s-pose**    |  **PaddleOCR-det**  |                        |
|          |                                                              | [**UNet**](https://gitee.com/HiSpark/modelzoo/tree/master/samples/samples_GPL/built-in/UNet) |    **Yolov8s-seg**     |      **CRNN**       |                        |
|          |                                                              |                          **HRNet**                           |        **PFLD**        |      **VDSR**       |                        |
|          |                                                              |                        **CrowdCount**                        |     **CodeFormer**     |   **FastSpeech2**   |                        |
|          |                                                              |                                                              |     **SuperPoint**     |                     |                        |

</div>

## Hi3591P   
<div align="center">

| **2026Q1** | **pi0** | **graspnet** |
|:----------:|:-------:|:------------:|

</div>


# 如何贡献

本仓子模块参考目录，可以直接克隆子仓，也可以克隆主仓，在开始贡献之前，请先阅读[NOTICE](https://gitee.com/HiSpark/docs/blob/master/contribute/%E7%A4%BE%E5%8C%BA%E5%8F%82%E4%B8%8E%E8%B4%A1%E7%8C%AE%E6%8C%87%E5%8D%97.md)，谢谢！


# 免责声明

## 致ModelZoo使用者
* HiSpark ModelZoo提供的模型仅供您用于非商业目的。
* HiSpark ModelZoo仅提供公共数据集下载、模型下载和预处理脚本。这些数据集和模型不属于ModelZoo，ModelZoo也不对其质量或维护负责。请确保您具有这些数据集和模型的使用许可，如您因使用数据集和模型产生侵权纠纷，海思不承担任何责任。
* 如您在使用ModelZoo模型过程中，发现任何问题（包括但不限于功能问题、合规问题），请在Gitee提交issue，我们将及时审视并解决。

## 致数据集、模型所有者
如果您不希望您的数据集、模型公布在ModelZoo上或希望更新ModelZoo中属于您的数据集、模型，请在Gitee提交issue，我们将根据您的issue删除或更新您的数据集、模型。衷心感谢您对ModelZoo的理解和贡献。

## License声明
HiSpark ModelZoo提供的模型，如模型目录下存在License的，以该License为准。如模型目录下不存在License的，以Apache 2.0许可证许可，对应许可证文本可查阅HiSpark ModelZoo根目录。