A Benchmark for Burst Color Constancy

Yanlin Qian, Jani Käpylä, Joni Kristian Kämäräinen, Samu Koskinen, Jiri Matas

Tutkimustuotos: KonferenssiartikkeliScientificvertaisarvioitu

1 Sitaatiot (Scopus)

Abstrakti

Burst Color Constancy (CC) is a recently proposed approach that challenges the conventional single-frame color constancy. The conventional approach is to use a single frame - shot frame - to estimate the scene illumination color. In burst CC, multiple frames from the view finder sequence are used to estimate the color of the shot frame. However, there are no realistic large-scale color constancy datasets with sequence input for method evaluation. In this work, a new such CC benchmark is introduced. The benchmark comprises of (1) 600 real-world sequences recorded with a high-resolution mobile phone camera, (2) a fixed train-test split which ensures consistent evaluation, and (3) a baseline method which achieves high accuracy in the new benchmark and the dataset used in previous works. Results for more than 20 well-known color constancy methods including the recent state-of-the-arts are reported in our experiments.

AlkuperäiskieliEnglanti
OtsikkoComputer Vision – ECCV 2020 Workshops, Proceedings
ToimittajatAdrien Bartoli, Andrea Fusiello
KustantajaSpringer Science and Business Media Deutschland GmbH
Sivut359-375
Sivumäärä17
ISBN (painettu)978-3-030-67069-6
DOI - pysyväislinkit
TilaJulkaistu - 2021
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisussa
TapahtumaWorkshops held at the 16th European Conference on Computer Vision, ECCV 2020 - Glasgow, Iso-Britannia
Kesto: 23 elok. 202028 elok. 2020

Julkaisusarja

NimiLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Vuosikerta12537 LNCS
ISSN (painettu)0302-9743
ISSN (elektroninen)1611-3349

Conference

ConferenceWorkshops held at the 16th European Conference on Computer Vision, ECCV 2020
Maa/AlueIso-Britannia
KaupunkiGlasgow
Ajanjakso23/08/2028/08/20

Julkaisufoorumi-taso

  • Jufo-taso 1

!!ASJC Scopus subject areas

  • Theoretical Computer Science
  • Computer Science(all)

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