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ResearchFormerly WizWand

Video Question Answering on TVQA (test-public)

70.23AccuracySTAGE backbone
17.439631.144844.8558.5552Sep 5, 2018Oct 13, 2018Nov 21, 2018Dec 30, 2018Feb 6, 2019Mar 17, 2019Apr 25, 2019
Updated 8mo ago

Evaluation results

MethodLinks
STAGE backboneTemporal Supervision=true2019.0470.23
STAGE backboneTemporal Supervision=false2019.0469.67
TVQA (S+V+Q)Timestamp Annotation=w/ ts, Video Feature=Visual Concept (cpt)2018.0968.48
TVQA (S+V+Q)Timestamp Annotation=w/ ts, Video Feature=Regional (reg)2018.0968.19
multi-taskTemporal Supervision=true2019.0467.05
TVQA (S+V+Q)Timestamp Annotation=w/ ts, Video Feature=ImageNet (img)2018.0966.94
PAMNTemporal Supervision=false2019.0466.77
TVQA (S+V+Q)Timestamp Annotation=w/o ts, Video Feature=Visual Concept (cpt)2018.0966.46
two-streamTemporal Supervision=false2019.0466.46
TVQA (S+Q)Timestamp Annotation=w/ ts2018.0966.36
TVQA (S+V+Q)Timestamp Annotation=w/o ts, Video Feature=ImageNet (img)2018.0963.44
TVQA (S+V+Q)Timestamp Annotation=w/o ts, Video Feature=Regional (reg)2018.0963.06
TVQA (S+Q)Timestamp Annotation=w/o ts2018.0962.69
NNS-TFIDF STimestamp Annotation=w/ ts2018.0950.79
NNS-TFIDF STimestamp Annotation=w/o ts2018.0949.59
TVQA (V+Q)Timestamp Annotation=w/ ts, Video Feature=Visual Concept (cpt)2018.0945.44
TVQA (V+Q)Timestamp Annotation=w/ ts, Video Feature=Regional (reg)2018.0945.23
TVQA (V+Q)Timestamp Annotation=w/ ts, Video Feature=ImageNet (img)2018.0943.91
TVQA (V+Q)Timestamp Annotation=w/o ts, Video Feature=Visual Concept (cpt)2018.0943.84
TVQA (Q only)Timestamp Annotation=w/o ts2018.0943.5
TVQA (Q only)Timestamp Annotation=w/ ts2018.0943.5
TVQA (V+Q)Timestamp Annotation=w/o ts, Video Feature=Regional (reg)2018.0943.01
TVQA (V+Q)Timestamp Annotation=w/o ts, Video Feature=ImageNet (img)2018.0942.87
NNS-SkipThought STimestamp Annotation=w/ ts2018.0938.29
Longest AnswerTimestamp Annotation=w/o ts2018.0930.22
Longest AnswerTimestamp Annotation=w/ ts2018.0930.22
NNS-Glove STimestamp Annotation=w/ ts2018.0929.95
NNS-SkipThought STimestamp Annotation=w/o ts2018.0926.93
Retrieval-SkipThoughtTimestamp Annotation=w/o ts2018.0924.27
Retrieval-SkipThoughtTimestamp Annotation=w/ ts2018.0924.27
NNS-Glove STimestamp Annotation=w/o ts2018.0923.74
NNS-SkipThought QTimestamp Annotation=w/o ts2018.0923.39
NNS-SkipThought QTimestamp Annotation=w/ ts2018.0923.39
Retrieval-GloveTimestamp Annotation=w/o ts2018.0922.77
Retrieval-GloveTimestamp Annotation=w/ ts2018.0922.77
NNS-Glove QTimestamp Annotation=w/o ts2018.0922.63
NNS-Glove QTimestamp Annotation=w/ ts2018.0922.63
Retrieval-TFIDFTimestamp Annotation=w/o ts2018.0920.78
Retrieval-TFIDFTimestamp Annotation=w/ ts2018.0920.78
RandomTimestamp Annotation=w/o ts2018.0920
RandomTimestamp Annotation=w/ ts2018.0920
NNS-TFIDF QTimestamp Annotation=w/o ts2018.0919.47
NNS-TFIDF QTimestamp Annotation=w/ ts2018.0919.47