FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3046127589> ?p ?o ?g. }

• W3046127589 abstract "Automatic video summarization is still an unsolved problem due to several challenges. We take steps towards making automatic video summarization more realistic by addressing them. Firstly, the currently available datasets either have very short videos or have few long videos of only a particular type. We introduce a new benchmarking dataset VISIOCITY which comprises of longer videos across six different categories with dense concept annotations capable of supporting different flavors of video summarization and can be used for other vision problems. Secondly, for long videos, human reference summaries are difficult to obtain. We present a novel recipe based on pareto optimality to automatically generate multiple reference summaries from indirect ground truth present in VISIOCITY. We show that these summaries are at par with human summaries. Thirdly, we demonstrate that in the presence of multiple ground truth summaries (due to the highly subjective nature of the task), learning from a single combined ground truth summary using a single loss function is not a good idea. We propose a simple recipe VISIOCITY-SUM to enhance an existing model using a combination of losses and demonstrate that it beats the current state of the art techniques when tested on VISIOCITY. We also show that a single measure to evaluate a summary, as is the current typical practice, falls short. We propose a framework for better quantitative assessment of summary quality which is closer to human judgment than a single measure, say F1. We report the performance of a few representative techniques of video summarization on VISIOCITY assessed using various measures and bring out the limitation of the techniques and/or the assessment mechanism in modeling human judgment and demonstrate the effectiveness of our evaluation framework in doing so." @default.
• W3046127589 created "2020-08-03" @default.
• W3046127589 creator A5000529247 @default.
• W3046127589 creator A5035865886 @default.
• W3046127589 creator A5046056596 @default.
• W3046127589 creator A5089606464 @default.
• W3046127589 date "2020-07-29" @default.
• W3046127589 modified "2023-09-27" @default.
• W3046127589 title "Realistic Video Summarization through VISIOCITY: A New Benchmark and Evaluation Framework" @default.
• W3046127589 cites W1764126038 @default.
• W3046127589 cites W1898824936 @default.
• W3046127589 cites W1904325426 @default.
• W3046127589 cites W1924343884 @default.
• W3046127589 cites W2001900427 @default.
• W3046127589 cites W2006180404 @default.
• W3046127589 cites W2094998392 @default.
• W3046127589 cites W2103908291 @default.
• W3046127589 cites W2106229755 @default.
• W3046127589 cites W2106909224 @default.
• W3046127589 cites W2115857089 @default.
• W3046127589 cites W2120645068 @default.
• W3046127589 cites W2134670479 @default.
• W3046127589 cites W2139009685 @default.
• W3046127589 cites W2529272619 @default.
• W3046127589 cites W2613031639 @default.
• W3046127589 cites W2843098267 @default.
• W3046127589 cites W2883047779 @default.
• W3046127589 cites W2895812494 @default.
• W3046127589 cites W2902616437 @default.
• W3046127589 cites W2903758693 @default.
• W3046127589 cites W2919974746 @default.
• W3046127589 cites W2922340345 @default.
• W3046127589 cites W2962677647 @default.
• W3046127589 cites W2963220254 @default.
• W3046127589 cites W2963322247 @default.
• W3046127589 cites W2963545239 @default.
• W3046127589 cites W2963707626 @default.
• W3046127589 cites W2963919999 @default.
• W3046127589 cites W2964167369 @default.
• W3046127589 cites W2964888443 @default.
• W3046127589 cites W2967219836 @default.
• W3046127589 cites W2997333136 @default.
• W3046127589 cites W9077160 @default.
• W3046127589 hasPublicationYear "2020" @default.
• W3046127589 type Work @default.
• W3046127589 sameAs 3046127589 @default.
• W3046127589 citedByCount "0" @default.
• W3046127589 crossrefType "posted-content" @default.
• W3046127589 hasAuthorship W3046127589A5000529247 @default.
• W3046127589 hasAuthorship W3046127589A5035865886 @default.
• W3046127589 hasAuthorship W3046127589A5046056596 @default.
• W3046127589 hasAuthorship W3046127589A5089606464 @default.
• W3046127589 hasConcept C119857082 @default.
• W3046127589 hasConcept C124101348 @default.
• W3046127589 hasConcept C126255220 @default.
• W3046127589 hasConcept C13280743 @default.
• W3046127589 hasConcept C137635306 @default.
• W3046127589 hasConcept C144024400 @default.
• W3046127589 hasConcept C144133560 @default.
• W3046127589 hasConcept C146849305 @default.
• W3046127589 hasConcept C154945302 @default.
• W3046127589 hasConcept C162324750 @default.
• W3046127589 hasConcept C162853370 @default.
• W3046127589 hasConcept C170858558 @default.
• W3046127589 hasConcept C185592680 @default.
• W3046127589 hasConcept C185798385 @default.
• W3046127589 hasConcept C187736073 @default.
• W3046127589 hasConcept C204321447 @default.
• W3046127589 hasConcept C205649164 @default.
• W3046127589 hasConcept C23123220 @default.
• W3046127589 hasConcept C2777877512 @default.
• W3046127589 hasConcept C2778671685 @default.
• W3046127589 hasConcept C2780009758 @default.
• W3046127589 hasConcept C2780451532 @default.
• W3046127589 hasConcept C31903555 @default.
• W3046127589 hasConcept C33923547 @default.
• W3046127589 hasConcept C41008148 @default.
• W3046127589 hasConcept C46312422 @default.
• W3046127589 hasConcept C86251818 @default.
• W3046127589 hasConceptScore W3046127589C119857082 @default.
• W3046127589 hasConceptScore W3046127589C124101348 @default.
• W3046127589 hasConceptScore W3046127589C126255220 @default.
• W3046127589 hasConceptScore W3046127589C13280743 @default.
• W3046127589 hasConceptScore W3046127589C137635306 @default.
• W3046127589 hasConceptScore W3046127589C144024400 @default.
• W3046127589 hasConceptScore W3046127589C144133560 @default.
• W3046127589 hasConceptScore W3046127589C146849305 @default.
• W3046127589 hasConceptScore W3046127589C154945302 @default.
• W3046127589 hasConceptScore W3046127589C162324750 @default.
• W3046127589 hasConceptScore W3046127589C162853370 @default.
• W3046127589 hasConceptScore W3046127589C170858558 @default.
• W3046127589 hasConceptScore W3046127589C185592680 @default.
• W3046127589 hasConceptScore W3046127589C185798385 @default.
• W3046127589 hasConceptScore W3046127589C187736073 @default.
• W3046127589 hasConceptScore W3046127589C204321447 @default.
• W3046127589 hasConceptScore W3046127589C205649164 @default.
• W3046127589 hasConceptScore W3046127589C23123220 @default.
• W3046127589 hasConceptScore W3046127589C2777877512 @default.
• W3046127589 hasConceptScore W3046127589C2778671685 @default.
• W3046127589 hasConceptScore W3046127589C2780009758 @default.

• next