利用 Milvus 搭建生物多因子认证系统

信息安全越来越重要,而身份验证是其中最重要的一项。随着人工智能的逐渐成熟,生物多因子的认证技术也被更加广泛的应用到不同场景。

所谓生物多因子认证,就是利用认证人所拥有的生物信息(包括指纹、人脸、声纹等)实现的一种更加安全的身份认证方式。
这次的直播我们将教你如何用 InsightFace 提取人脸特征,Deep Speaker 提取声纹特征,然后在 Milvus 中做混合认证。

| 直播流程

  • InsightFace 与 Deep Speaker 介绍
  • Demo搭建
  • 答疑

| 讲师介绍

                               陈室余, ZILLIZ 数据工程师

| 活动信息

时间:7/30 (Thur.) 7:00 PM - 7:45 PM

展开查看详情

1. Milvus 利用 Milvus 搭建生物多因子认证系统 Shiyu Chen

2.Unlock the treasure of unstructured data AI algorithms transform image, video, voice, natural language into vectors, and enables understanding and utilization of unstructured data at scale. Unstructured data Deep learning models Vectors Knowledge, insight, $ © 2020 Zilliz. All rights reserved.

3.Philosophy of vector search engine Ballast of an unstructured database. Unstructured Data image, video, voice, natural language store input Information Extraction Object output Result AI Models Storage Milvus Search Index query insert Knowledge Base Feature Vectors © 2020 Zilliz. All rights reserved.

4.Milvus: The journey 2018.10 2019.04 2019.06 The most active AI projects 1st The Milvus in Linux foundation seed idea 0.1 user Open Joined Source LF AI 2019.10 2020.03 © 2020 Zilliz. All rights reserved.

5.Progress Unstoppable momentum since its debut. 5.6K 3.8K 117 Commits GitHub stars Contributors 24K 300+ 19 DockerHub downloads Users Patents filed © 2020 Zilliz. All rights reserved.

6.Users 300+ community users in initial 6 months, and rapid growing. © 2020 Zilliz. All rights reserved.

7.Useful Links Live demo https://milvus.io/scenarios https://milvus.io https://github.com/milvus-io/milvus • Content-based image retrieval system (以图搜图) • Q&A chatbot powered by NLP (智能客服机器人) https://milvusio.slack.com • Molecular analysis (化合物分析) https://twitter.com/milvusio https://www.facebook.com/io.milvus.5 https://zhuanlan.zhihu.com/ai-search https://medium.com/@milvusio Follow our WeChat account © 2020 Zilliz. All rights reserved.

8.Self Intro(Speaker) Data Engineer at Zilliz - Data preprocessing - AI model application - Nginx & php - Docker deployment Shiyu Chen © 2020 Zilliz. All rights reserved.

9.MFA • Voiceprint Recognition • Face Recognition • MFA Demo © 2020 Zilliz. All rights reserved.

10.Deep Speaker https://github.com/philipperemy/deep-speaker © 2020 Zilliz. All rights reserved.

11.Voiceprint Recognition register Deep feature extractio Milvus match by distance Speaker n voiceprint authenticate feature vectors © 2020 Zilliz. All rights reserved.

12.Insightface Face detect Feature extraction https://github.com/deepinsight/insightface © 2020 Zilliz. All rights reserved.

13.Face Recognition register face Milvus match by distance detect MTCNN InsightFace Vectors face feature vectors authenticate © 2020 Zilliz. All rights reserved.

14.MFA Audio Information Extraction Face Deep Speaker & Insightface Milvus vector search Name/Result Audio Face collection1 collection2 Results Postgres audio.id == face.id Yes (ID) /No audio.distance > threshold | Milvus_id | User_name | face.distance > threshold https://github.com/milvus-io/bootcamp/tree/master/solutions/MFA © 2020 Zilliz. All rights reserved.

15.欢迎加入 Milvus 技术交流群 © 2020 Zilliz. All rights reserved.