Materi 7- Image Processing
[boxes][boxcontent title="Pengolahan Citra (Image Processing)"][/boxcontent]
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Pengolahan citra adalah salah satu
aplikasi yang dapat mengubah
gambar menjadi suatu informasi . Tujuan lebih jauh dari pengolahan
citra adalah “membuat suatu sistem
yang bisa melihat”
Beberapa Judul Proyek Akhir
Pengolahan Citra :
- Content Based Image Retrieval
- Pengenalan Wajah
- Tracking Wajah secara Real Time
- Pengenalan Tulisan dan Tanda Tangan Untuk Cek Bank
- Mesin Absensi Dengan Sidik Jari
- Deteksi dan Pengenalan Rambu-Rambu Lalu-Lintas
- Deteksi Gerakan Badan Untuk Kendali Game
- Kendali Game Dengan Gerakan Mata
- Filter Gambar Porno
- Pengenalan Buah dan Produk Menggunakan Fitur Warna
- Deteksi Jumlah Obyek Gambar
- Video Panorama Menggunakan Image Mosaic
- Mesin Pembaca Not Jawa
- Sistem Keamanan Terpadu Dengan Deteksi Gerakan
- Pengenalan Wajah Untuk Pencarian Data Buron Melalui Gambar Sketsa
- Navigasi Cerdas Pada Robot
- Pengenalan Golongan Darah
- Dll.
Pengolahan Data
Berdasarkan Input/Output
![](data:image/png;base64,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)
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[boxcontent title="Image Processing"][/boxcontent]
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Image processing adalah suatu pengolahan data yang masukannya berupa gambar dan luarannya juga gambar.
Last modified: Tuesday, 9 November 2021, 2:16 PM