FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2997781419> ?p ?o ?g. }

• W2997781419 abstract "Is recurrent network really necessary for learning a good visual representation for video based person re-identification (VPRe-id)? In this paper, we first show that the common practice of employing recurrent neural networks (RNNs) to aggregate temporal spatial features may not be optimal. Specifically, with a diagnostic analysis, we show that the recurrent structure may not be effective to learn temporal dependencies than what we expected and implicitly yields an orderless representation. Based on this observation, we then present a simple yet surprisingly powerful approach for VPRe-id, where we treat VPRe-id as an efficient orderless ensemble of image based person re-identification problem. More specifically, we divide videos into individual images and re-identify person with ensemble of image based rankers. Under the i.i.d. assumption, we provide an error bound that sheds light upon how could we improve VPRe-id. Our work also presents a promising way to bridge the gap between video and image based person re-identification. Comprehensive experimental evaluations demonstrate that the proposed solution achieves state-of-the-art performances on multiple widely used datasets (iLIDS-VID, PRID 2011, and MARS)." @default.
• W2997781419 created "2020-01-10" @default.
• W2997781419 creator A5003065832 @default.
• W2997781419 creator A5006294869 @default.
• W2997781419 creator A5010092389 @default.
• W2997781419 creator A5015728132 @default.
• W2997781419 creator A5021019207 @default.
• W2997781419 creator A5037131575 @default.
• W2997781419 creator A5045125183 @default.
• W2997781419 creator A5072209031 @default.
• W2997781419 date "2019-12-24" @default.
• W2997781419 modified "2023-10-08" @default.
• W2997781419 title "Ordered or Orderless: A Revisit for Video based Person Re-Identification" @default.
• W2997781419 cites W1517835688 @default.
• W2997781419 cites W1903029394 @default.
• W2997781419 cites W1920259731 @default.
• W2997781419 cites W1923277897 @default.
• W2997781419 cites W1927052826 @default.
• W2997781419 cites W1928419358 @default.
• W2997781419 cites W1932380673 @default.
• W2997781419 cites W1936750108 @default.
• W2997781419 cites W1947481528 @default.
• W2997781419 cites W1971459440 @default.
• W2997781419 cites W1971955426 @default.
• W2997781419 cites W1979260620 @default.
• W2997781419 cites W1982925187 @default.
• W2997781419 cites W2014850105 @default.
• W2997781419 cites W2024990640 @default.
• W2997781419 cites W2082627290 @default.
• W2997781419 cites W2097117768 @default.
• W2997781419 cites W2098807270 @default.
• W2997781419 cites W2131255818 @default.
• W2997781419 cites W2158900439 @default.
• W2997781419 cites W2163605009 @default.
• W2997781419 cites W2168356304 @default.
• W2997781419 cites W2194775991 @default.
• W2997781419 cites W2219504084 @default.
• W2997781419 cites W2228002889 @default.
• W2997781419 cites W2332993427 @default.
• W2997781419 cites W2342611082 @default.
• W2997781419 cites W2463071499 @default.
• W2997781419 cites W2467139031 @default.
• W2997781419 cites W2471931546 @default.
• W2997781419 cites W2472293097 @default.
• W2997781419 cites W2473702307 @default.
• W2997781419 cites W2507009361 @default.
• W2997781419 cites W2519803806 @default.
• W2997781419 cites W2585006962 @default.
• W2997781419 cites W2606377603 @default.
• W2997781419 cites W2608988379 @default.
• W2997781419 cites W2612795078 @default.
• W2997781419 cites W2622829582 @default.
• W2997781419 cites W2678677036 @default.
• W2997781419 cites W2736340622 @default.
• W2997781419 cites W2798458055 @default.
• W2997781419 cites W2798489385 @default.
• W2997781419 cites W2798775284 @default.
• W2997781419 cites W2798874329 @default.
• W2997781419 cites W2962778558 @default.
• W2997781419 cites W2962835968 @default.
• W2997781419 cites W2963216120 @default.
• W2997781419 cites W2963736028 @default.
• W2997781419 cites W2963960612 @default.
• W2997781419 cites W2963972681 @default.
• W2997781419 cites W2964044605 @default.
• W2997781419 cites W2964304299 @default.
• W2997781419 cites W42769906 @default.
• W2997781419 cites W760855798 @default.
• W2997781419 doi "https://doi.org/10.48550/arxiv.1912.11236" @default.
• W2997781419 hasPublicationYear "2019" @default.
• W2997781419 type Work @default.
• W2997781419 sameAs 2997781419 @default.
• W2997781419 citedByCount "0" @default.
• W2997781419 crossrefType "posted-content" @default.
• W2997781419 hasAuthorship W2997781419A5003065832 @default.
• W2997781419 hasAuthorship W2997781419A5006294869 @default.
• W2997781419 hasAuthorship W2997781419A5010092389 @default.
• W2997781419 hasAuthorship W2997781419A5015728132 @default.
• W2997781419 hasAuthorship W2997781419A5021019207 @default.
• W2997781419 hasAuthorship W2997781419A5037131575 @default.
• W2997781419 hasAuthorship W2997781419A5045125183 @default.
• W2997781419 hasAuthorship W2997781419A5072209031 @default.
• W2997781419 hasBestOaLocation W29977814191 @default.
• W2997781419 hasConcept C100776233 @default.
• W2997781419 hasConcept C111472728 @default.
• W2997781419 hasConcept C115961682 @default.
• W2997781419 hasConcept C116834253 @default.
• W2997781419 hasConcept C119857082 @default.
• W2997781419 hasConcept C126322002 @default.
• W2997781419 hasConcept C138885662 @default.
• W2997781419 hasConcept C147168706 @default.
• W2997781419 hasConcept C153180895 @default.
• W2997781419 hasConcept C154945302 @default.
• W2997781419 hasConcept C159985019 @default.
• W2997781419 hasConcept C17744445 @default.
• W2997781419 hasConcept C192562407 @default.
• W2997781419 hasConcept C199539241 @default.
• W2997781419 hasConcept C2776359362 @default.
• W2997781419 hasConcept C2780586882 @default.
• W2997781419 hasConcept C31972630 @default.

• next