Fast Single-Image HDR Tone-Mapping by Avoiding Base Layer Extraction

The tone-mapping algorithm compresses the high dynamic range (HDR) information into the standard dynamic range for regular devices. An ideal tone-mapping algorithm reproduces the HDR image without losing any vital information. The usual tone-mapping algorithms mostly deal with detail layer enhanceme...

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Main Authors: Masud An-Nur Islam Fahim, Ho Yub Jung
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/20/16/4378
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author Masud An-Nur Islam Fahim
Ho Yub Jung
author_facet Masud An-Nur Islam Fahim
Ho Yub Jung
author_sort Masud An-Nur Islam Fahim
collection DOAJ
description The tone-mapping algorithm compresses the high dynamic range (HDR) information into the standard dynamic range for regular devices. An ideal tone-mapping algorithm reproduces the HDR image without losing any vital information. The usual tone-mapping algorithms mostly deal with detail layer enhancement and gradient-domain manipulation with the help of a smoothing operator. However, these approaches often have to face challenges with over enhancement, halo effects, and over-saturation effects. To address these challenges, we propose a two-step solution to perform a tone-mapping operation using contrast enhancement. Our method improves the performance of the camera response model by utilizing the improved adaptive parameter selection and weight matrix extraction. Experiments show that our method performs reasonably well for overexposed and underexposed HDR images without producing any ringing or halo effects.
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spelling doaj.art-1975d88efb6d473db46d00e02801ec3f2023-11-20T09:11:58ZengMDPI AGSensors1424-82202020-08-012016437810.3390/s20164378Fast Single-Image HDR Tone-Mapping by Avoiding Base Layer ExtractionMasud An-Nur Islam Fahim0Ho Yub Jung1Department of Computer Engineering, Chosun University, Gwangju 61452, KoreaDepartment of Computer Engineering, Chosun University, Gwangju 61452, KoreaThe tone-mapping algorithm compresses the high dynamic range (HDR) information into the standard dynamic range for regular devices. An ideal tone-mapping algorithm reproduces the HDR image without losing any vital information. The usual tone-mapping algorithms mostly deal with detail layer enhancement and gradient-domain manipulation with the help of a smoothing operator. However, these approaches often have to face challenges with over enhancement, halo effects, and over-saturation effects. To address these challenges, we propose a two-step solution to perform a tone-mapping operation using contrast enhancement. Our method improves the performance of the camera response model by utilizing the improved adaptive parameter selection and weight matrix extraction. Experiments show that our method performs reasonably well for overexposed and underexposed HDR images without producing any ringing or halo effects.https://www.mdpi.com/1424-8220/20/16/4378contrast stretchingcamera response functiontone-mappingadaptive parameters
spellingShingle Masud An-Nur Islam Fahim
Ho Yub Jung
Fast Single-Image HDR Tone-Mapping by Avoiding Base Layer Extraction
Sensors
contrast stretching
camera response function
tone-mapping
adaptive parameters
title Fast Single-Image HDR Tone-Mapping by Avoiding Base Layer Extraction
title_full Fast Single-Image HDR Tone-Mapping by Avoiding Base Layer Extraction
title_fullStr Fast Single-Image HDR Tone-Mapping by Avoiding Base Layer Extraction
title_full_unstemmed Fast Single-Image HDR Tone-Mapping by Avoiding Base Layer Extraction
title_short Fast Single-Image HDR Tone-Mapping by Avoiding Base Layer Extraction
title_sort fast single image hdr tone mapping by avoiding base layer extraction
topic contrast stretching
camera response function
tone-mapping
adaptive parameters
url https://www.mdpi.com/1424-8220/20/16/4378
work_keys_str_mv AT masudannurislamfahim fastsingleimagehdrtonemappingbyavoidingbaselayerextraction
AT hoyubjung fastsingleimagehdrtonemappingbyavoidingbaselayerextraction