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Face Detection And Recognition For Distributed Systems Meng Lin and Ermin Hodžić 1.

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Presentation on theme: "Face Detection And Recognition For Distributed Systems Meng Lin and Ermin Hodžić 1."— Presentation transcript:

1 Face Detection And Recognition For Distributed Systems Meng Lin and Ermin Hodžić 1

2 Motivation Security systems Digital cameras, adjustments Social networks Marketing 2

3 Face Detection Locating and extracting faces in images Rectangles as output 3

4 Face Recognition Identifying person on image Finding closest match 4

5 MapReduce model Parallel model Framework for distributed systems Hadoop local filesystem Amazon Elastic MapReduce 5

6 Solution: Face Detection 6

7 7

8 Partitions based on face scale 8

9 Solution: Face Recognition Distribution of recognizers Recognizing in parallel Reduce the most confident result 9

10 Solution: Face Recognition 10

11 Hadoop Image Handling Images as text Collection of images in a big file Utilize Hadoop default input format 11

12 Hadoop Image Handling 12

13 Evaluation Segmented Face Detection Raw OpenCV Face Detection 13

14 Evaluation Face recognition More nodes = slower Input and data transfer overhead Jobs computationally cheap 14

15 Conclusion Easily scalable parallel mode Generalized framework OpenCV just one sample tool A lot of communication Low utilization of processors 15

16 16


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