【案例教学】华为云 API 图像搜索 ImageSearch 的快捷性—AI 帮助您快速归类图片

2023-09-14
广东
本文字数：11351 字
阅读完需：约 37 分钟

云服务、API、SDK，调试，查看，我都行

阅读短文您可以学习到：人工智能 AI 同类型的相片合并归类

1 IntelliJ IDEA 之 API 插件介绍

API 插件支持 VS Code IDE、IntelliJ IDEA 等平台、以及华为云自研 CodeArts IDE，基于华为云服务提供的能力，帮助开发者更高效、便捷的搭建应用。API 插件关联华为云服务下的 API Explorer、DevStar、CodeLabs、SDK 中心和 CLI 中心产品，致力于为开发者提供更稳定、快速、安全的编程体验。

在本插件中，我们提供了但不局限于如下的功能：

对接华为云 API 开放平台，支持用户检索 API、查看 API 文档、调试 API、以及提供 SDK 示例代码供用户学习如何使用 API。

提供华为云 SDK 代码片段补全功能，SDK 依赖包自动引入，加速用户集成华为云 API。

对接华为云开发体验馆 Codelabs，提供 500+云服务代码示例，向导式教程帮助用户快速学习。

说明：

在 IntelliJ IDEA 等系列平台和 VS Code IDE，华为云 API 插件的名称是 Huawei Cloud API。而在 CodeArts IDE，API 插件是 IDE 原生内置的，名称是华为云 API 开发套件。

API 插件在 IntelliJ IDEA 等系列平台和 VS Code IDE 的使用依赖底座插件，请提前安装底座插件。

2 API 插件安装--IntelliJ IDEA

2.1 IntelliJ IDEA 等平台

安装准备： 下载并安装 JDK1.8 或更高版本。下载并安装 IntelliJ IDEA 2020.2 或更高版本。

须知： IntellIj 平台同时支撑包括 Goland、Pycharm 等在内的 IDE，若在其它相关 IDE 上开发，请下载配置好对应语言的编译器或者解释器。这里以 IDEA 为例介绍 IntelliJ 平台插件的安装流程，其他 IntelliJ 系列的 IDE 请参考 IDEA。https://developer.huaweicloud.com/develop/toolkit.html

开始安装：

您可以在直接在 IDE 插件市场或者直接在 JetBrains 插件市场下载离线包安装。

IDE 安装

在 IntelliJ IDEA 顶部菜单栏中选择 File > Settings，在 Settings 对话框的左侧导航栏中单击 Plugins。
Plugins 区域单击 Marketplace,在搜索栏中输入 Huawei Cloud API。
Search Results 区域会出现 Huawei Cloud API，单击 Install，完成后重启 IDE。

离线包安装：

进入插件市场搜索 Huawei Cloud API，进入插件详情页，在 Versions 页签下选择想要版本的 API 插件，点击 Download 下载离线的插件压缩包保存到本地。。
在 IntelliJ IDEA 顶部菜单栏中选择 File > Settings，在 Settings 对话框的左侧导航栏中单击 Plugins。
在 Plugins 区域单击，再单击 Install Plugin from Disk...。
在 Choose Plugin File 对话框中选择离线安装包（不用解压），并按照 IntelliJ IDEA 安装页面的提示，完成后续安装步骤。

说明： 若当前您想要安装插件的 IntelliJ IDE 已经在桌面打开，则进入插件市场搜索 Huawei Cloud API，进入插件详情页，在右上角会识别到本地已经打开的 IDE，点击相应按钮，在弹出的 IDE 窗口中点击 ok，则 IDE 后台会开始安装相应版本的 API 插件。

安装验证： 在 IntelliJ 系列平台上安装插件成功后在左侧的导航栏中可以看到 Huawei Cloud Toolkit 图标，点击后面板会出现 Huawei Cloud API 的字样，则说明安装成功。

2.2 API 列表

左侧展示 API 列表，可以查询所有 API，目前云服务 206，APIs9213

https://developer.huaweicloud.com/develop/toolkit.html

版本说明

本示例基于华为云 SDK V3.0 版本开发

功能介绍

创建实例，实例中会生成图片索引库，用来存放图片特征。

该示例展示了如何通过 java 版 SDK 实现创建实例。

前置条件

获取 AK/SK

开发者在使用前需先获取账号的 ak、sk、endpoint。

您需要拥有华为云账号以及该账号对应的 Access Key（AK）和 Secret Access Key（SK）。请在华为云控制台“我的凭证-访问密钥”页面上创建和查看您的 AK/SK。更多信息请查看访问密钥。

endpoint 华为云各服务应用区域和各服务的终端节点，详情请查看地区和终端节点。

运行环境

Java JDK 1.8 及其以上版本，推荐通过 Maven 安装依赖的方式使用 JAVA 版本 SDK。

SDK 获取和安装

在 Maven 项目的 pom.xml 文件加入相应版本的依赖项即可。

以引入 3.0.67 版本的内容审核 SDK 为例：

<groupId>com.huaweicloud.sdk</groupId>

<artifactId>huaweicloud-sdk-imagesearch</artifactId>

</dependency>

3 创建图像搜索实例

图像内容审核示例代码只需将 AK/SK 信息替换为实际 AK/SK，代码中可以使用 CreateInstanceReq 类的 setName 或 setModel 方法配置实例名称和模型名称，配置完成后运行即可。

import com.huaweicloud.sdk.core.auth.ICredential;import com.huaweicloud.sdk.core.auth.BasicCredentials;import com.huaweicloud.sdk.core.exception.ConnectionException;import com.huaweicloud.sdk.core.exception.RequestTimeoutException;import com.huaweicloud.sdk.core.exception.ServiceResponseException;import com.huaweicloud.sdk.imagesearch.v1.ImageSearchClient;import com.huaweicloud.sdk.imagesearch.v1.model.RunCreateInstanceRequest;import com.huaweicloud.sdk.imagesearch.v1.model.CreateInstanceReq;import com.huaweicloud.sdk.imagesearch.v1.model.RunCreateInstanceResponse;import com.huaweicloud.sdk.imagesearch.v1.region.ImageSearchRegion;
public class ImageSearchCreateInstanceDemo {    public static void main(String[] args) {        String ak = "<YOUR AK>";        String sk = "<YOUR SK>";        ICredential auth = new BasicCredentials()            .withAk(ak)            .withSk(sk);                ImageSearchClient client = ImageSearchClient.newBuilder()            .withCredential(auth)            .withRegion(ImageSearchRegion.valueOf("cn-north-4"))            .build();        RunCreateInstanceRequest request = new RunCreateInstanceRequest();        CreateInstanceReq body = new CreateInstanceReq();        body.setName("instance-name");        body.setModel("common-search");        request.setBody(body);        try {            RunCreateInstanceResponse response = client.runCreateInstance(request);            System.out.println(response.toString());        } catch (ConnectionException e) {            System.out.println(e.getMessage());        } catch (RequestTimeoutException e) {            System.out.println(e.getMessage());        } catch (ServiceResponseException e) {            System.out.println(e.getHttpStatusCode());            System.out.println(e.getErrorCode());            System.out.println(e.getErrorMsg());        }    }}

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4 删除图像搜索实例

删除实例示例代码只需将 AK/SK 信息替换为实际 AK/SK，代码中可以使用 RunDeleteInstanceRequest 类的 setInstanceName 方法配置实例名称，配置完成后运行即可。

import com.huaweicloud.sdk.core.auth.ICredential;import com.huaweicloud.sdk.core.auth.BasicCredentials;import com.huaweicloud.sdk.core.exception.ConnectionException;import com.huaweicloud.sdk.core.exception.RequestTimeoutException;import com.huaweicloud.sdk.core.exception.ServiceResponseException;import com.huaweicloud.sdk.imagesearch.v1.ImageSearchClient;import com.huaweicloud.sdk.imagesearch.v1.model.RunDeleteInstanceRequest;import com.huaweicloud.sdk.imagesearch.v1.model.RunDeleteInstanceResponse;import com.huaweicloud.sdk.imagesearch.v1.region.ImageSearchRegion;
public class ImageSearchDeleteInstanceDemo {    public static void main(String[] args) {        String ak = "<YOUR AK>";        String sk = "<YOUR SK>";        ICredential auth = new BasicCredentials()            .withAk(ak)            .withSk(sk);                ImageSearchClient client = ImageSearchClient.newBuilder()            .withCredential(auth)            .withRegion(ImageSearchRegion.valueOf("cn-north-4"))            .build();        RunDeleteInstanceRequest request = new RunDeleteInstanceRequest();        request.setInstanceName("instance-name");        try {            RunDeleteInstanceResponse response = client.runDeleteInstance(request);            System.out.println(response.toString());        } catch (ConnectionException e) {            System.out.println(e.getMessage());        } catch (RequestTimeoutException e) {            System.out.println(e.getMessage());        } catch (ServiceResponseException e) {            System.out.println(e.getHttpStatusCode());            System.out.println(e.getErrorCode());            System.out.println(e.getErrorMsg());        }    }}

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5 相册中筛选同类型的相片合并归类

使用如下代码（来自 ImageSearchService.py）同步查询特定 Region 下的图像搜索服务（IS），调用前请根据实际情况替换如下变量 {your ak string}、{your sk string}、{your region string}、{your endpoint string} 、{your projectId string} 以及 {your file path string}

class ImageSearchService(object):    def __init__(self, service_name, region, ak, sk, end_point_url, project_id):        self.end_point_url = end_point_url        self.project_id = project_id        self.sig = signer.Signer()        self.sig.Key = ak        self.sig.Secret = sk        self.name = service_name        self.region = region
    def create_instance(self, project_id, model, name, description="", tags=["test-tags"]):        uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/service"%project_id        data = {"project_id": project_id,                "model": model,                "name": name,                "description": description,                "tags": tags                }        json_data = json.dumps(data)        r = signer.HttpRequest("POST", uri)        r.body = json_data        r.headers = {"content-type": "application/json"}        self.sig.Sign(r)        resp = requests.request(r.method,                                 r.scheme+"://"+r.host+r.uri,                                 headers=r.headers,                                 data=r.body)        # print(resp.status_code, resp.reason)        # print(resp.content)        return resp
    def delete_instance(self, project_id, instance_name):        uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/service/%s"%(project_id, instance_name)        data = {}        json_data = json.dumps(data)        r = signer.HttpRequest("DELETE", uri)        r.body = json_data        r.headers = {"content-type": "application/json"}        self.sig.Sign(r)        resp = requests.request(r.method,                                 r.scheme+"://"+r.host+r.uri,                                 headers=r.headers,                                 data=r.body)        # print(resp.status_code, resp.reason)        # print(resp.content)        return resp            def check_user_instance(self, end_point_url, project_id, instance_name):        uri = "%s/v1/%s/service/%s"%(end_point_url, project_id, instance_name)        print(uri)        data = {}        json_data = json.dumps(data)        r = signer.HttpRequest("GET", uri)        r.body = json_data        r.headers = {"content-type": "application/json"}        self.sig.Sign(r)        resp = requests.request(r.method,                                 r.scheme+"://"+r.host+r.uri,                                 headers=r.headers,                                 data=r.body)        # print(resp.status_code, resp.reason)        # print(resp.content)        return resp
    def add_picture(self, project_id, instance_name, path, file="", is_crop=False, tags={"test-tags": "test-default"}):        print("call add_picture: %s, length of file path %d"%(path, len(path)))        uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image"%(project_id, instance_name)        # print(uri)        data = {}        data["path"] = path        data["file"] = file        data["tags"] = tags        json_data = json.dumps(data)        r = signer.HttpRequest("POST", uri)        r.body = json_data        r.headers = {"content-type": "application/json"}        self.sig.Sign(r)        resp = requests.request(r.method,                                 r.scheme+"://"+r.host+r.uri,                                 headers=r.headers,                                 data=r.body)        # print(resp.status_code, resp.reason)        # print(resp.content)        return resp
    def search_picture(self, project_id, instance_name,                        path="", box={"height": 0, "width": 0, "x": 0, "y": 0},                        file="", is_crop=False, limit=0, offset=0):        uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image/search"%(project_id, instance_name)                data = {}        data["path"] = path        data["file"] = file        json_data = json.dumps(data)        r = signer.HttpRequest("POST", uri)        r.body = json_data        r.headers = {"content-type": "application/json"}        self.sig.Sign(r)        resp = requests.request(r.method,                                 r.scheme+"://"+r.host+r.uri,                                 headers=r.headers,                                 data=r.body)        # print(resp.status_code, resp.reason)        # print(resp.content)        return resp
    def delete_picture(self, project_id, instance_name, path):        uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image"%(project_id, instance_name)        data = {}        data["path"] = path        json_data = json.dumps(data)        r = signer.HttpRequest("DELETE", uri)        r.body = json_data        r.headers = {"content-type": "application/json"}        self.sig.Sign(r)        resp = requests.request(r.method,                                 r.scheme+"://"+r.host+r.uri,                                 headers=r.headers,                                 data=r.body)        # print(resp.status_code, resp.reason)        # print(resp.content)        return resp
    def check_picture(self, project_id, instance_name, path):        uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image/check"%(project_id, instance_name)                data = {}        data["path"] = path        json_data = json.dumps(data)        r = signer.HttpRequest("POST", uri)        r.body = json_data        r.headers = {"content-type": "application/json"}        self.sig.Sign(r)        resp = requests.request(r.method,                                 r.scheme+"://"+r.host+r.uri,                                 headers=r.headers,                                 data=r.body)        # print(resp.status_code, resp.reason)        # print(resp.content)        return resp
    def update_picture(self, project_id, instance_name, path, tags={}):        uri = "https://imagesearch.cn-north-4.myhuaweicloud.com/v1/%s/%s/image"%(project_id, instance_name)        data = {}        data["path"] = path        data["tags"] = tags        json_data = json.dumps(data)        r = signer.HttpRequest("PUT", uri)        r.body = json_data        r.headers = {"content-type": "application/json"}        self.sig.Sign(r)        resp = requests.request(r.method,                                 r.scheme+"://"+r.host+r.uri,                                 headers=r.headers,                                 data=r.body)        # print(resp.status_code, resp.reason)        # print(resp.content)        return resp

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运行示例

执行 bash config.bash，脚本会自动 python 环境相关的依赖，然后根据系统提示输入 AK，SK，Project ID。

配置成功后会自动生成 cfg.ini，内容类似，其中 hwc 部分的配置和配置的结果保持一致。当然，你也可以手动配置 cfg.ini 文件。

[hwc]    ak=******    sk=******    project_id=63kkdjkd******9dkst3tskdgi53    [endpoint]    cn-north-1=https://imagesearch.cn-north-1.myhuaweicloud.com    cn-north-4=https://imagesearch.cn-north-4.myhuaweicloud.com    ap-southeast-1=https://imagesearch.ap-southeast-1.myhuaweicloud.com

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输入 python3 unit_test.py 执行单元测试

输入 python3 run.py 执行演示程序

运行结果

单元测试输出

create_instance . check_user_instance is_788802https://imagesearch.cn-north-4.myhuaweicloud.com/v1/your_project_id/service/is_788802<Response [200]>. add_picture_by_local is_788802call add_picture: ./test_picture/43474673_7bb4465a86.jpg, length of file path 38. add_picture_by_url is_788802call add_picture: https://is-smirk.obs.cn-north-4.myhuaweicloud.com:443/flowers_recognition/train/11405573_24a8a838cc_n.jpg, length of file path 105. search_picture_by_local is_788802. search_picture_by_url is_788802. update_picture is_788802. check_picture is_788802. delete_picture is_788802. delete_instance is_788802.

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Ran 10 tests in 18.108s

演示程序输出

['hwc', 'endpoint'][('cn-north-1', 'https://imagesearch.cn-north-1.myhuaweicloud.com'), ('cn-north-4', 'https://imagesearch.cn-north-4.myhuaweicloud.com'), ('ap-southeast-1', 'https://imagesearch.ap-southeast-1.myhuaweicloud.com')]https://imagesearch.cn-north-1.myhuaweicloud.comyour_AKhttps://imagesearch.cn-north-4.myhuaweicloud.com/v1/your_project_id/service/hwc_democall add_picture: 151385301_153eacf6b5_n.jpg, length of file path 26add picture success: ./test_picture/train/151385301_153eacf6b5_n.jpgcall add_picture: 200557977_bf24d9550b.jpg, length of file path 24add picture success: ./test_picture/train/200557977_bf24d9550b.jpgcall add_picture: 6953297_8576bf4ea3.jpg, length of file path 22add picture success: ./test_picture/train/6953297_8576bf4ea3.jpgcall add_picture: 134409839_71069a95d1_m.jpg, length of file path 26add picture success: ./test_picture/train/134409839_71069a95d1_m.jpgcall add_picture: 510874382_f7e3435043.jpg, length of file path 24add picture success: ./test_picture/train/510874382_f7e3435043.jpgcall add_picture: 15987457_49dc11bf4b.jpg, length of file path 23add picture success: ./test_picture/train/15987457_49dc11bf4b.jpgcall add_picture: 164670176_9f5b9c7965.jpg, length of file path 24add picture success: ./test_picture/train/164670176_9f5b9c7965.jpgcall add_picture: 2059172936_032ffc12aa.jpg, length of file path 25add picture success: ./test_picture/train/2059172936_032ffc12aa.jpgcall add_picture: 2093263381_afd51358a3.jpg, length of file path 25add picture success: ./test_picture/train/2093263381_afd51358a3.jpgcall add_picture: 3203779656_3580151ea4_m.jpg, length of file path 27add picture success: ./test_picture/train/3203779656_3580151ea4_m.jpgcall add_picture: 13920113_f03e867ea7_m.jpg, length of file path 25add picture success: ./test_picture/train/13920113_f03e867ea7_m.jpgcall add_picture: 5794835_d15905c7c8_n.jpg, length of file path 24add picture success: ./test_picture/train/5794835_d15905c7c8_n.jpgcall add_picture: 146023167_f905574d97_m.jpg, length of file path 26add picture success: ./test_picture/train/146023167_f905574d97_m.jpgcall add_picture: 486234138_688e0_n.jpg, length of file path 21add failedcall add_picture: 486234138_688e0_n.jpg, length of file path 21call add_picture: 184682652_c927a49226_m.jpg, length of file path 26add picture success: ./test_picture/train/184682652_c927a49226_m.jpgcall add_picture: 40410814_fba3837226_n.jpg, length of file path 25add picture success: ./test_picture/train/40410814_fba3837226_n.jpgcall add_picture: 80846315_d997645bea_n.jpg, length of file path 25add picture success: ./test_picture/train/80846315_d997645bea_n.jpgcall add_picture: 413815348_764ae83088.jpg, length of file path 24add picture success: ./test_picture/train/413815348_764ae83088.jpgcall add_picture: 200557979_a16112aac1_n.jpg, length of file path 26add picture success: ./test_picture/train/200557979_a16112aac1_n.jpgcall add_picture: 163978992_8128b49d3e_n.jpg, length of file path 26add picture success: ./test_picture/train/163978992_8128b49d3e_n.jpgcall add_picture: 43474673_7bb4465a86.jpg, length of file path 23add picture success: ./test_picture/train/43474673_7bb4465a86.jpgcall add_picture: 21652746_cc379e0eea_m.jpg, length of file path 25add picture success: ./test_picture/train/21652746_cc379e0eea_m.jpgcall add_picture: 118974357_0faa23cce9_n.jpg, length of file path 26add failedcall add_picture: 118974357_0faa23cce9_n.jpg, length of file path 26call add_picture: 154332674_453cea64f4.jpg, length of file path 24add picture success: ./test_picture/train/154332674_453cea64f4.jpgcall add_picture: 162362896_99c7d851c8_n.jpg, length of file path 26add picture success: ./test_picture/train/162362896_99c7d851c8_n.jpgcall add_picture: 160456948_38c3817c6a_m.jpg, length of file path 26add picture success: ./test_picture/train/160456948_38c3817c6a_m.jpgcall add_picture: 5794839_200acd910c_n.jpg, length of file path 24add picture success: ./test_picture/train/5794839_200acd910c_n.jpgcall add_picture: 3179751458_9646d839f6_n.jpg, length of file path 27add picture success: ./test_picture/train/3179751458_9646d839f6_n.jpgcall add_picture: 2183357362_4b4da4b6b5.jpg, length of file path 25add picture success: ./test_picture/train/2183357362_4b4da4b6b5.jpgcall add_picture: 141652526_2be95f21c3_n.jpg, length of file path 26add failedcall add_picture: 141652526_2be95f21c3_n.jpg, length of file path 26call add_picture: 169371301_d9b91a2a42.jpg, length of file path 24add picture success: ./test_picture/train/169371301_d9b91a2a42.jpgcall add_picture: 200288046_0032f322ff_n.jpg, length of file path 26add picture success: ./test_picture/train/200288046_0032f322ff_n.jpgcall add_picture: 3450344423_63ba3190e3.jpg, length of file path 25add failedcall add_picture: 3450344423_63ba3190e3.jpg, length of file path 25call add_picture: 11405573_24a8a838cc_n.jpg, length of file path 25add picture success: ./test_picture/train/11405573_24a8a838cc_n.jpgcall add_picture: 2141413229_3f0425f972_n.jpg, length of file path 27add picture success: ./test_picture/train/2141413229_3f0425f972_n.jpgcall add_picture: 3554620445_082dd0bec4_n.jpg, length of file path 27add failedcall add_picture: 3554620445_082dd0bec4_n.jpg, length of file path 27call add_picture: 44079668_34dfee3da1_n.jpg, length of file path 25add picture success: ./test_picture/train/44079668_34dfee3da1_n.jpgcall add_picture: 40411019_526f3fc8d9_m.jpg, length of file path 25add picture success: ./test_picture/train/40411019_526f3fc8d9_m.jpgcall add_picture: 2609353769_dc3654f12f.jpg, length of file path 25add picture success: ./test_picture/train/2609353769_dc3654f12f.jpgcall add_picture: 40410963_3ac280f23a_n.jpg, length of file path 25add picture success: ./test_picture/train/40410963_3ac280f23a_n.jpg[('40410814_fba3837226_n.jpg', 0.8202), ('40411019_526f3fc8d9_m.jpg', 0.7959), ('44079668_34dfee3da1_n.jpg', 0.7957), ('40410963_3ac280f23a_n.jpg', 0.7948), ('200288046_0032f322ff_n.jpg', 0.7419), ('184682652_c927a49226_m.jpg', 0.7291), ('5794839_200acd910c_n.jpg', 0.6738), ('163978992_8128b49d3e_n.jpg', 0.6732), ('200557977_bf24d9550b.jpg', 0.6675), ('134409839_71069a95d1_m.jpg', 0.6608)][('162362896_99c7d851c8_n.jpg', 0.9541), ('163978992_8128b49d3e_n.jpg', 0.9534), ('21652746_cc379e0eea_m.jpg', 0.93), ('413815348_764ae83088.jpg', 0.8996), ('5794835_d15905c7c8_n.jpg', 0.8991), ('5794839_200acd910c_n.jpg', 0.8933), ('134409839_71069a95d1_m.jpg', 0.8806), ('169371301_d9b91a2a42.jpg', 0.8272), ('43474673_7bb4465a86.jpg', 0.78), ('44079668_34dfee3da1_n.jpg', 0.7677)][('15987457_49dc11bf4b.jpg', 0.7605), ('151385301_153eacf6b5_n.jpg', 0.7571), ('80846315_d997645bea_n.jpg', 0.7416), ('11405573_24a8a838cc_n.jpg', 0.6828), ('146023167_f905574d97_m.jpg', 0.6674), ('13920113_f03e867ea7_m.jpg', 0.6639), ('160456948_38c3817c6a_m.jpg', 0.6396), ('510874382_f7e3435043.jpg', 0.6251)][('2141413229_3f0425f972_n.jpg', 1.0), ('2093263381_afd51358a3.jpg', 0.6334)]

复制代码

演示程序会在华北-北京 4 自动创建名字为 hwc_id_demo 的图像搜索服务实例，将 test_picture/train 下的图片添加到实例中。

然后测试 test_picture/test 下图片作为搜索图片的搜索结果，在该 Demo 中过滤了相似度小于 0.6 的返回结果。

6 体验插件的魅力

华为云 devkit 已上线： https://developer.huaweicloud.com/develop/toolkit.html

发布于: 刚刚阅读数: 4

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【案例教学】华为云 API 图像搜索 ImageSearch 的快捷性—AI 帮助您快速归类图片

1 IntelliJ IDEA 之 API 插件介绍

2 API 插件安装--IntelliJ IDEA

2.1 IntelliJ IDEA 等平台

2.2 API 列表

3 创建图像搜索实例

4 删除图像搜索实例

5 相册中筛选同类型的相片合并归类

6 体验插件的魅力

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