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+ Multimedia Content Understanding ‐ from Categorization to Emotion and Knowledge Prof. Shih‐Fu Chang January 7th, 2016 First Digital Camera in 1975 - film-less photography New York Times Bits, 8/26/2010 by Steve Sassan of Kodak • CCD array, A/D converter, 16 batteries • 23 seconds to record a photo to cassette • customized reader on a B/W TV for viewing Q: quality, size, cost, store, share? -2- Today … Source: KPCB estimates based on publicly disclosed company data, 2014 YTD data per latest as of 5/14 S.‐F. Chang 3 S.‐F. Chang 4 Pinterest Visual Search Instance Search (with R. Tao and A. Smeulder, CVPR 15 Columbia Mobile Visual Search (MM’11, 1KB compact hash code over 0.5M products) video demo S.‐F. Chang 5 ImageNet: Recognize > 1,000 object categories S.‐F. Chang 6 Rapid Progress in Recent Years: S.‐F. Chang 7 But Use with Caution! S.‐F. Chang 8 Nguyen, et al, CVPR 2015 Extending Recognition to Video … • What categories are important? • How to construct multimedia ontology? • How to handle temporal information? S.‐F. Chang 9 High‐level Events in Video are Complex • Y. Jiang et al., high level events recognition in unconstrained videos, IJMIR, 2012 (survey) • ll S.‐F. Chang 10

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Discovered Sentiment Adjective-Noun Pairs in. Social Media Photos. And Many More … Currently, we have found 3000+ ANPs. 43. S.-F. Chang

Multimedia Content Understanding PDF

70 Pages·2016·25.18 MB·English

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Discovered Sentiment Adjective-Noun Pairs in. Social Media Photos. And Many More … Currently, we have found 3000+ ANPs. 43. S.-F. Chang

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Author:	Unknown
Publication Year:	2016
Pages:	70
Language:	English
File Size:	25.18
Format:	PDF
Price:	FREE

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