ACADSTAFF UGM

CREATION
Title : Optimization Contrast Enhancement and Noise Reduction for Semantic Segmentation of Oil Palm Aerial Imagery
Author :

MAURA WIDYANINGSIH (1) Dr. Tri Kuntoro Priyambodo, M.Sc. (2) Moh. Edi Wibowo, S.Kom.,M.Kom., Ph.D. (3) Prof. Muhammad Kamal, S.Si., M.GIS., Ph.D. (4)
Date : 0 2023
Keyword : Noise reduction,Aerial imagery,Semantic segmentation Noise reduction,Aerial imagery,Semantic segmentation
Abstract : Contrast improvement and noise reduction are needed to improve aerial images prone to interference during data collection. Contrast limited adaptive histogram equalization (CLAHE) is a histogram equalization (HE) development method that is commonly used for contrast improvement. Median blur (MB) is one of the methods used for noise reduction. Combining these two techniques helps optimize the preprocessing process before semantic segmentation analysis is carried out in image maps. The results of testing experiments with U-Net VGG-16 and VGG19 on image maps show a detailed representation of the predicted pixel class. Comparing accuracy with state-of-the-art methods shows that contrast enhancement and noise reduction are better than the previous method. The highest average result for combining CLAHE+MB with U-Net VGG-16 was 76.5 and VGG-19 was 73.8, and the highest accuracy for image sample testing was 87.94 with U-net VGG-16.
Group of Knowledge : Ilmu Komputer
Original Language : English
Level : Internasional
Status :
Published
Document
No Title Document Type Action
1 Widyaningsih 2023 Optimization Contrast Enhancement and Noise Reduction for Semantic Segmentation of Oil Palm Aerial Imagery.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View
2 Surat Keterangan Publikasi untuk PAK (2023)_Widyaningsih 2023 Optimization contrast enhancement.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View
3 Widyaningsih 2023_inass_cover.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View
4 Widyaningsih 2023_inass_dewan editor.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View
5 Widyaningsih 2023_inass_daftar isi.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View
6 Widyaningsih 2023_inass_SJR.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View
7 Optimization Contrast Enhancement and Noise Reduction_Cek Similarity.pdf
Document Type : [PAK] Cek Similarity
[PAK] Cek Similarity View
8 Full Document - Enhancement - Compressed 2.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View
9 CATATAN KORESPONDENSI-2.pdf
Document Type : [PAK] Bukti Korespondensi Penulis
[PAK] Bukti Korespondensi Penulis View