BAB IV HASIL DAN PEMBAHASAN
4.4. Hasil Perbandingan dengan Penelitian Lainnya
Tabel 4.7. menunjukkan perbandingan penelitian sebelumnya dengan penelitian yang dilakukan penulis.
Tabel 4.7. Hasil Perbandingan Penelitian
Penelitian Saat ini Penelitian Sebelumnya [2] Penelitian Sebelumnya [3]
10 buah rambu 3 buah rambu 3 buah rambu
Rambu peringatan Rambu peringatan Rambu peringatan, rambu larangan, rambu perintah
Di lapangan Di ruangan Di lapangan
Variasi jarak dan translasi Variasi jarak, desimasi, dan sudut miring
Variasi threshold
Menggunakan k-NN - Menggunakan k-NN
Tingkat keberhasilan : k1=82%, k3=69%,
k5=68%, k7=64%
Tingkat keberhasilan : Mayoritas 100%
Tingkat keberhasilan : k3=100%, k5=86,6%,
k7=86,6%
Momen spasial dan momen pusat
Wavelet Haar Momen spasial dan momen pusat
Jarak kosinus Jarak chi square Jarak euclidian
Tabel 4.7 menunjukkan perbedaan antara penelitian ini dengan penelitian sebelumnya.
Penelitian ini memiliki hasil kinerja lebih rendah dibandingkan dengan penelitian sebelumnya. Perbedaan yang paling signifikan terdapat pada pengambilan data, pengambilan data dalam penelitian ini dilakukan di luar ruangan dengan jumlah 10 rambu.
Penelitian sebelumnya [2] pengambilan data dilakukan di dalam ruangan dengan jumlah 3
rambu, sedangkan untuk penelitian sebelumnya [3] pengambilan data dilakukan di luar ruangan dengan jumlah 3 rambu.
58
BAB V
KESIMPULAN DAN SARAN
5.1. Kesimpulan
Berdasarkan hasil penelitian mengenai pengenalan rambu lalu lintas peringatan, dapat disimpulkan bahwa :
1. Pengujian dilakukan menggunakan 2 variasi yang digabungkan menjadi satu, yaitu variasi penyekalaan dan variasi translasi.
2. Rata-rata hasil pengujian berdasarkan nilai k secara input video dan input gambar memilik hasil sama, yaitu 82% untuk k=1, 69% untuk k=3, 68% untuck=5, dan 64% untuk k=7.
3. Rata-rata hasil pengujian jarak dan translasi secara input video dan input gambar memilik hasil sama, yaitu 77% untuk jarak 1 meter, 71% untuk jarak 2 meter, dan 64% untuk jarak 3 meter.
4. Hasil persentase pengenalan penelitian ini lebih rendah dibandingkan dengan hasil penelitian sebelumnya[2][3].
5.2. Saran
Saran yang dapat diberikan untuk pengembangan sistem pengenalan rambu lalu lintas peringatan adalah :
1. Pengenalan rambu lalu lintas tidak hanya terbatas pada rambu lalu lintas peringatan tetapi bisa menggunakan semua jenis rambu.
2. Hasil pengenalan dapat berupa gambar dan suara.
3. Pemrosesan pengenalan dapat menggunakan raspberry.
4. Pengujian dilakukan dengan cara berjalan.
59
DAFTAR PUSTAKA
[1] Prasojo, Prapto, 2015, Computer Vision,
https://praptoprasojo.wordpress.com/2015/11/13/computer-vision/, diakses 18 Februari 2021
[2] Nugroho, I.A., 2015, Pengenalan Secara Real Time Rambu Lalu Lintas Peringatan Menggunakan Ekstraksi Ciri Wavelet Haar dan Fungsi Jarak Chi Square, Tugas Akhir, Program Studi Teknik Elektro, FST, Universitas Sanata Dharma, Yogyakarta [3] Rizarta, R.E.F., 2019, Pengenalan Citra Rambu Lalu Lintas Menggunakan Ekstraksi
Fitur Momen Warna dan K-Nearest Neighbour, Jurnal, Program Studi Informatika, Fakultas Teknologi Informasi dan Elektro, Universitas Teknologi Yogyakarta, Yogyakarta
[4] Peraturan Menteri Perhubungan Republik Indonesia Nomor PM 13 Tahun 2014 Tentang Rambu Lalu Lintas
[5] Pamungkas, Adi, 2017, Pengolahan Citra Digital, https://pemrogramanmatlab.com/2017/07/26/pengolahan-citra-digital/, diakses 14 November 2020
[6] Swedia, E.R., Cahyanti, M., 2010, Algoritma Transformasi Ruang Warna, http://margi.staff.gunadarma.ac.id/Publications/files/2617/Pengolahan Citra - Algoritma Ruang Warna.pdf, diakses 14 November 2020
[7] ---, ---, What Is Image, https://www.suntos.com.np/computer-vision-for-robotics/what-is-image.html, diakses 5 Desember 2020
[8] Makmur, Farida, 2017, Pengolahan Citra Berwarna, https://docplayer.info/47312942-Pengolahan-citra-berwarna.html, diakses 14 November 2020
[9] Noel, Sebastien, 2020, Understanding Hue, Saturation, & Lightness (HSL) for Photo Retouching, https://purple11.com/basics/hue-saturation-lightness/, diakses 14 November 2020
[10] Pranoto, Johan, 2017, Citra Biner, https://docplayer.info/32915819-Citra-biner-bab-pendahuluan.html, diakses 19 November 2020
[11] Kadir, A., Susanto, A., Teori dan Aplikasi Pengolahan Citra, Andi Offset, Yogyakarta [12] Hidayatullah, P., Pengolahan Citra Digital Teori dan Aplikasinya, Informatika,
Bandung
[13] Nomerovska, Inna, 2020, Images Processing Technique: What are Bounding Box?, https://keymakr.com/blog/what-are-bounding-boxes/, diakses 2 Februari 2021
[14] Mallick, S., Bapat, K., 2018, Shape Matching using Hu Moments (C++/Python), https://learnopencv.com/shape-matching-using-hu-moments-c-python/, diakses 2 Februari 2021
[15] Kurniawan, Bayu, dkk, 2016, Aplikasi Pengenalan Citra Nomor Kendaraan Bermotor Menggunakan Metode Template Machine, Jurnal, Teknik Informatika, Univeritas Sam Ratulangi, Manado
[16] Pamungkas Adi, 2016, k-Nearest Neighbour (k-NN),
https://pemrogramanmatlab.com/data-mining-menggunakan-matlab/k-nearest-neighbor-knn-menggunakan-matlab/, diakses 20 November 2020
LAMPIRANL
LAMPIRAN 1
A. Data Pengujian Input Video
Nama rambu berdasarkan urutan pengujian : Rambu 1 (R1) : Peringatan (hati-hati)
Rambu 2 (R2) : Banyak lalu lintas pejalan kaki anak-anak
Rambu 3 (R3) : Persimpangan tiga sisi kanan (ditempatkan pada lengan mayor) Rambu 4 (R4) : Jembatan
Rambu 5 (R5) : Pintu perlintasan sebidang kereta api Rambu 6 (R6) : Turunan curam
Rambu 7 (R7) : Permukaan jalan yang cekung atau berlubang
Rambu 8 (R8) : Simpang empat prioritas (ditempatkan pada lengan mayor) Rambu 9 (R9) : Tikungan kanan
Rambu 10 (R10) : Persimpangan tiga tipe T (ditempatkan pada lengan minor) Tabel L-1. Confusion Matrix Jarak 1 m nilai k=1 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 15 14 1 0 0 0 0 0 0 0 0
118
R2 14 0 12 0 0 0 1 1 0 0 0
R3 14 0 0 13 0 0 1 0 0 0 0
R4 14 0 0 0 12 0 0 0 0 2 0
R5 15 0 0 0 1 14 0 0 0 0 0
R6 13 0 0 3 0 0 7 0 3 0 0
R7 14 0 2 0 0 2 0 10 0 0 0
R8 15 0 0 0 0 0 1 1 13 0 0
R9 13 0 0 0 1 0 0 0 0 12 0
R10 14 2 0 1 0 0 0 0 0 0 11 141
Tabel L-2. Confusion Matrix Jarak 1 m nilai k=3 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 15 13 1 0 0 0 0 0 1 0 0
111
R2 14 0 13 0 0 0 0 0 1 0 0
R3 14 0 0 11 0 0 3 0 0 0 0
R4 14 0 0 0 14 0 0 0 0 0 0
R5 15 0 0 0 2 11 0 0 0 2 0
R6 13 0 0 4 0 0 7 0 2 0 0
R7 14 0 2 0 0 3 0 7 1 1 0
R8 15 0 0 0 0 0 0 0 15 0 0
R9 13 0 0 0 1 1 0 0 0 11 0
R10 14 4 0 1 0 0 0 0 0 0 9
141
Tabel L-3. Confusion Matrix Jarak 1 m nilai k=5 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 15 13 1 0 0 0 0 0 1 0 0
105
R2 14 0 13 0 0 0 0 0 1 0 0
R3 14 0 0 10 0 0 4 0 0 0 0
R4 14 0 1 0 12 1 0 0 0 0 0
R5 15 0 0 0 2 13 0 0 0 0 0
R6 13 0 0 4 0 0 7 0 2 0 0
R7 14 0 5 0 0 4 0 3 1 1 0
R8 15 0 0 0 0 0 0 0 15 0 0
R9 13 0 0 0 1 2 0 1 0 9 0
R10 14 4 0 0 0 0 0 0 0 0 10 141
Tabel L-4. Confusion Matrix Jarak 1 m nilai k=7 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 15 12 0 0 0 0 0 0 3 0 0
102
R2 14 0 12 0 0 0 0 1 1 0 0
R3 14 0 0 11 0 0 3 0 0 0 0
R4 14 0 2 0 12 0 0 0 0 0 0
R5 15 0 0 0 4 11 0 0 0 0 0
R6 13 0 0 5 0 0 6 0 2 0 0
R7 14 0 3 0 0 3 0 6 1 1 0
R8 15 0 0 0 0 0 0 0 15 0 0
R9 13 0 1 0 0 3 0 1 0 8 0
R10 14 5 0 0 0 0 0 0 0 0 9
141
Tabel L-5. Confusion Matrix Jarak 2 m nilai k=1 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 12 9 0 0 0 0 0 0 0 0 3
108
R2 12 0 10 0 1 0 0 1 0 0 0
R3 14 0 0 14 0 0 0 0 0 0 0
R4 13 0 0 0 13 0 0 0 0 0 0
R5 12 0 0 0 2 10 0 0 0 0 0
R6 13 0 0 1 0 0 12 0 0 0 0
R7 14 0 2 0 0 0 0 10 0 0 2
R8 15 0 0 0 0 0 2 0 13 0 0
R9 12 0 0 0 1 2 0 0 0 9 0
R10 13 3 0 0 0 0 0 2 0 0 8
130
Tabel L-6. Confusion Matrix Jarak 2 m nilai k=3 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 12 8 0 0 0 0 0 0 0 0 4
89
R2 12 0 8 0 1 0 0 2 1 0 0
R3 14 0 0 9 0 0 0 1 0 0 4
R4 13 0 0 0 11 1 0 0 0 1 0
R5 12 0 1 0 2 8 0 0 0 1 0
R6 13 0 0 3 0 0 9 0 1 0 0
R7 14 0 3 1 0 0 0 7 0 0 3
R8 15 1 0 0 0 0 1 0 13 0 0
R9 12 0 0 0 0 1 0 0 0 11 0
R10 13 5 0 0 0 0 0 3 0 0 5
130
Tabel L-7. Confusion Matrix Jarak 2 m nilai k=5 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 12 8 0 0 0 0 0 0 1 0 3
86
R2 12 0 7 0 1 1 0 1 2 0 0
R3 14 0 0 8 0 0 0 1 1 0 4
R4 13 0 0 0 12 0 0 0 0 1 0
R5 12 0 1 2 2 7 0 0 0 0 0
R6 13 1 0 4 0 0 5 0 3 0 0
R7 14 0 3 1 0 0 0 8 0 0 2
R8 15 0 0 0 0 0 1 0 14 0 0
R9 12 0 0 0 0 0 0 0 0 12 0
R10 13 4 0 0 0 0 0 3 1 0 5
130
Tabel L-8. Confusion Matrix Jarak 2 m nilai k=7 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 12 9 0 0 0 0 1 0 1 0 1
85
R2 12 0 6 0 3 0 0 0 2 1 0
R3 14 0 0 10 0 0 0 1 1 0 2
R4 13 0 0 0 12 1 0 0 0 0 0
R5 12 0 2 2 2 6 0 0 0 0 0
R6 13 0 0 4 0 0 7 0 2 0 0
R7 14 0 2 1 0 0 0 6 0 0 5
R8 15 0 0 0 0 0 1 0 14 0 0
R9 12 0 0 0 0 1 0 0 0 11 0
R10 13 6 0 0 0 0 0 2 1 0 4
130
Tabel L-9. Confusion Matrix Jarak 3 m nilai k=1 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 13 12 0 0 0 0 0 0 0 0 1
99
R2 12 0 10 2 0 0 0 0 0 0 0
R3 14 0 1 10 0 0 1 1 0 0 1
R4 12 0 1 0 10 0 0 0 0 1 0
R5 12 1 0 0 0 9 0 0 2 0 0
R6 12 0 0 1 0 0 8 0 3 0 0
R7 13 2 0 0 0 0 0 9 0 0 2
R8 14 0 0 1 0 0 1 0 12 0 0
R9 12 0 0 0 0 1 0 0 0 11 0
R10 13 0 0 2 0 0 0 3 0 0 8
127
Tabel L-10. Confusion Matrix Jarak 3 m nilai k=3 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 13 8 0 0 0 0 0 2 0 0 3
77
R2 12 0 6 2 4 0 0 0 0 0 0
R3 14 0 0 10 0 0 1 2 0 0 1
R4 12 0 1 0 9 0 0 0 0 2 0
R5 12 1 0 0 0 7 0 0 2 2 0
R6 12 1 0 3 0 0 2 0 6 0 0
R7 13 2 0 0 0 0 0 7 0 0 4
R8 14 0 0 1 0 0 1 0 12 0 0
R9 12 0 0 0 0 2 0 0 0 10 0
R10 13 1 0 3 0 0 0 3 0 0 6
127
Tabel L-11. Confusion Matrix Jarak 3 m nilai k=5 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 13 9 0 0 0 0 0 1 0 0 3
81
R2 12 0 5 2 5 0 0 0 0 0 0
R3 14 0 0 9 0 0 1 4 0 0 0
R4 12 0 1 0 9 0 0 0 0 2 0
R5 12 1 0 0 0 8 0 0 2 1 0
R6 12 1 1 2 0 0 2 0 6 0 0
R7 13 2 0 0 0 0 0 9 0 0 2
R8 14 0 1 1 0 0 0 0 12 0 0
R9 12 0 0 0 0 0 0 0 0 12 0
R10 13 1 0 3 0 0 0 3 0 0 6
127
Tabel L-12. Confusion Matrix Jarak 3 m nilai k=7 (input video) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 13 8 0 0 0 0 0 1 0 0 4
68
R2 12 0 3 2 5 0 0 2 0 0 0
R3 14 0 0 9 0 0 0 4 1 0 0
R4 12 0 0 0 10 1 0 0 0 1 0
R5 12 1 1 0 0 4 0 0 2 4 0
R6 12 2 0 3 0 0 1 0 6 0 0
R7 13 4 0 0 0 0 0 7 0 0 2
R8 14 0 0 5 0 0 1 0 8 0 0
R9 12 0 0 0 0 0 0 0 0 12 0
R10 13 1 0 4 0 0 0 2 0 0 6
127
Keterangan : Warna biru (dikenali), warna merah (mengenali rambu lain)
B. Data Pengujian Input Gambar
Nama rambu berdasarkan urutan pengujian : Rambu 1 (R1) : Peringatan (hati-hati)
Rambu 2 (R2) : Banyak lalu lintas pejalan kaki anak-anak
Rambu 3 (R3) : Persimpangan tiga sisi kanan (ditempatkan pada lengan mayor) Rambu 4 (R4) : Jembatan
Rambu 5 (R5) : Pintu perlintasan sebidang kereta api Rambu 6 (R6) : Turunan curam
Rambu 7 (R7) : Permukaan jalan yang cekung atau berlubang
Rambu 8 (R8) : Simpang empat prioritas (ditempatkan pada lengan mayor) Rambu 9 (R9) : Tikungan kanan
Rambu 10 (R10) : Persimpangan tiga tipe T (ditempatkan pada lengan minor)
Tabel L-13. Confusion Matrix Jarak 1 m nilai k=1 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 15 14 1 0 0 0 0 0 0 0 0
118
R2 14 0 12 0 0 0 1 1 0 0 0
R3 14 0 0 13 0 0 1 0 0 0 0
R4 14 0 0 0 12 0 0 0 0 2 0
R5 15 0 0 0 1 14 0 0 0 0 0
R6 13 0 0 3 0 0 7 0 3 0 0
R7 14 0 2 0 0 2 0 10 0 0 0
R8 15 0 0 0 0 0 1 1 13 0 0
R9 13 0 0 0 1 0 0 0 0 12 0
R10 14 2 0 1 0 0 0 0 0 0 11 141
Tabel L-14. Confusion Matrix Jarak 1 m nilai k=3 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 15 13 1 0 0 0 0 0 1 0 0
111
R2 14 0 13 0 0 0 0 0 1 0 0
R3 14 0 0 11 0 0 3 0 0 0 0
R4 14 0 0 0 14 0 0 0 0 0 0
R5 15 0 0 0 2 11 0 0 0 2 0
R6 13 0 0 4 0 0 7 0 2 0 0
R7 14 0 2 0 0 3 0 7 1 1 0
R8 15 0 0 0 0 0 0 0 15 0 0
R9 13 0 0 0 1 1 0 0 0 11 0
R10 14 4 0 1 0 0 0 0 0 0 9
141
Tabel L-15. Confusion Matrix Jarak 1 m nilai k=5 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 15 13 1 0 0 0 0 0 1 0 0
105
R2 14 0 13 0 0 0 0 0 1 0 0
R3 14 0 0 10 0 0 4 0 0 0 0
R4 14 0 1 0 12 1 0 0 0 0 0
R5 15 0 0 0 2 13 0 0 0 0 0
R6 13 0 0 4 0 0 7 0 2 0 0
R7 14 0 5 0 0 4 0 3 1 1 0
R8 15 0 0 0 0 0 0 0 15 0 0
R9 13 0 0 0 1 2 0 1 0 9 0
R10 14 4 0 0 0 0 0 0 0 0 10 141
Tabel L-16. Confusion Matrix Jarak 1 m nilai k=7 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 15 12 0 0 0 0 0 0 3 0 0
102
R2 14 0 12 0 0 0 0 1 1 0 0
R3 14 0 0 11 0 0 3 0 0 0 0
R4 14 0 2 0 12 0 0 0 0 0 0
R5 15 0 0 0 4 11 0 0 0 0 0
R6 13 0 0 5 0 0 6 0 2 0 0
R7 14 0 3 0 0 3 0 6 1 1 0
R8 15 0 0 0 0 0 0 0 15 0 0
R9 13 0 1 0 0 3 0 1 0 8 0
R10 14 5 0 0 0 0 0 0 0 0 9
141
Tabel L-17. Confusion Matrix Jarak 2 m nilai k=1 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 12 9 0 0 0 0 0 0 0 0 3
108
R2 12 0 10 0 1 0 0 1 0 0 0
R3 14 0 0 14 0 0 0 0 0 0 0
R4 13 0 0 0 13 0 0 0 0 0 0
R5 12 0 0 0 2 10 0 0 0 0 0
R6 13 0 0 1 0 0 12 0 0 0 0
R7 14 0 2 0 0 0 0 10 0 0 2
R8 15 0 0 0 0 0 2 0 13 0 0
R9 12 0 0 0 1 2 0 0 0 9 0
R10 13 3 0 0 0 0 0 2 0 0 8
130
Tabel L-18. Confusion Matrix Jarak 2 m nilai k=3 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 12 8 0 0 0 0 0 0 0 0 4
89
R2 12 0 8 0 1 0 0 2 1 0 0
R3 14 0 0 9 0 0 0 1 0 0 4
R4 13 0 0 0 11 1 0 0 0 1 0
R5 12 0 1 0 2 8 0 0 0 1 0
R6 13 0 0 3 0 0 9 0 1 0 0
R7 14 0 3 1 0 0 0 7 0 0 3
R8 15 1 0 0 0 0 1 0 13 0 0
R9 12 0 0 0 0 1 0 0 0 11 0
R10 13 5 0 0 0 0 0 3 0 0 5
130
Tabel L-19. Confusion Matrix Jarak 2 m nilai k=5 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 12 8 0 0 0 0 0 0 1 0 3
86
R2 12 0 7 0 1 1 0 1 2 0 0
R3 14 0 0 8 0 0 0 1 1 0 4
R4 13 0 0 0 12 0 0 0 0 1 0
R5 12 0 1 2 2 7 0 0 0 0 0
R6 13 1 0 4 0 0 5 0 3 0 0
R7 14 0 3 1 0 0 0 8 0 0 2
R8 15 0 0 0 0 0 1 0 14 0 0
R9 12 0 0 0 0 0 0 0 0 12 0
R10 13 4 0 0 0 0 0 3 1 0 5
130
Tabel L-20. Confusion Matrix Jarak 2 m nilai k=7 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 12 9 0 0 0 0 1 0 1 0 1
85
R2 12 0 6 0 3 0 0 0 2 1 0
R3 14 0 0 10 0 0 0 1 1 0 2
R4 13 0 0 0 12 1 0 0 0 0 0
R5 12 0 2 2 2 6 0 0 0 0 0
R6 13 0 0 4 0 0 7 0 2 0 0
R7 14 0 2 1 0 0 0 6 0 0 5
R8 15 0 0 0 0 0 1 0 14 0 0
R9 12 0 0 0 0 1 0 0 0 11 0
R10 13 6 0 0 0 0 0 2 1 0 4
130
Tabel L-21. Confusion Matrix Jarak 3 m nilai k=1 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 13 12 0 0 0 0 0 0 0 0 1
99
R2 12 0 10 2 0 0 0 0 0 0 0
R3 14 0 1 10 0 0 1 1 0 0 1
R4 12 0 1 0 10 0 0 0 0 1 0
R5 12 1 0 0 0 9 0 0 2 0 0
R6 12 0 0 1 0 0 8 0 3 0 0
R7 13 2 0 0 0 0 0 9 0 0 2
R8 14 0 0 1 0 0 1 0 12 0 0
R9 12 0 0 0 0 1 0 0 0 11 0
R10 13 0 0 2 0 0 0 3 0 0 8
127
Tabel L-22. Confusion Matrix Jarak 3 m nilai k=3 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 13 8 0 0 0 0 0 2 0 0 3
77
R2 12 0 6 2 4 0 0 0 0 0 0
R3 14 0 0 10 0 0 1 2 0 0 1
R4 12 0 1 0 9 0 0 0 0 2 0
R5 12 1 0 0 0 7 0 0 2 2 0
R6 12 1 0 3 0 0 2 0 6 0 0
R7 13 2 0 0 0 0 0 7 0 0 4
R8 14 0 0 1 0 0 1 0 12 0 0
R9 12 0 0 0 0 2 0 0 0 10 0
R10 13 1 0 3 0 0 0 3 0 0 6
127
Tabel L-23. Confusion Matrix Jarak 3 m nilai k=5 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 13 9 0 0 0 0 0 1 0 0 3
81
R2 12 0 5 2 5 0 0 0 0 0 0
R3 14 0 0 9 0 0 1 4 0 0 0
R4 12 0 1 0 9 0 0 0 0 2 0
R5 12 1 0 0 0 8 0 0 2 1 0
R6 12 1 1 2 0 0 2 0 6 0 0
R7 13 2 0 0 0 0 0 9 0 0 2
R8 14 0 1 1 0 0 0 0 12 0 0
R9 12 0 0 0 0 0 0 0 0 12 0
R10 13 1 0 3 0 0 0 3 0 0 6
127
Tabel L-24. Confusion Matrix Jarak 3 m nilai k=7 (input gambar) Masukan Jumlah
Frame
Keluaran
Dikenali R1 R2 R3 R4 R5 R6 R7 R8 R9 R10
R1 13 8 0 0 0 0 0 1 0 0 4
68
R2 12 0 3 2 5 0 0 2 0 0 0
R3 14 0 0 9 0 0 0 4 1 0 0
R4 12 0 0 0 10 1 0 0 0 1 0
R5 12 1 1 0 0 4 0 0 2 4 0
R6 12 2 0 3 0 0 1 0 6 0 0
R7 13 4 0 0 0 0 0 7 0 0 2
R8 14 0 0 5 0 0 1 0 8 0 0
R9 12 0 0 0 0 0 0 0 0 12 0
R10 13 1 0 4 0 0 0 2 0 0 6
127
Keterangan : Warna biru (dikenali), warna merah (mengenali rambu lain)
LAMPIRAN 2
DATA PERUBAHAN RAMBU LALU LINTAS PERINGATAN
Tabel L-25. Data Perubahan Rambu Lalu Lintas Peringatan No. Gambar
Sebelum
Tingkat Persentase Pengenalan Keseluruhan
Sebelum Perubahan
Gambar Sesudah Perubahan
Tingkat Persentase Pengenalan Keseluruhan Sesudah Perubahan
1 50% 65%
2 60% 72%
3 56,6% 74%
4 63,3% 78%
5 60% 83%
LAMPIRAN 3
NILAI EKSTRAKSI CIRI DATABASE
Urutan rambu berdasarkan database : 1 – 47 : Peringatan (hati – hati)
48 – 94 : Banyak lalu lintas pejalan kaki anak-anak
95 – 136 : Persimpangan tiga sisi kanan (ditempatkan pada lengan mayor) 137 – 186 : Jembatan
187 – 240 : Pintu perlintasan sebidang kereta api 241 – 291 : Turunan curam
292 – 334 : Permukaan jalan yang cekung atau berlubang
335 – 384 : Simpang empat prioritas (ditempatkan pada lengan mayor) 385 – 430 : Tikungan kanan
431 – 480 : Persimpangan tiga tipe T (ditempatkan pada lengan minor) No Hasil Ekstraksi Ciri
1 4.561063130994355, 3.576022232933834, 5.5461040290548755, 4.706183110571574, 5.691224008632095, 6.676264906692616, 3.7211422125110536
2 4.559558158316582, 3.5741014222205645, 5.545014894412599, 4.703268384749399, 5.688725120845416, 6.674181856941434, 3.717811648653382
3 4.570138752470319, 3.5676855290916025, 5.572591975849035, 4.7118789831652235, 5.714332206543939, 6.7167854299226555, 3.709425759786507
4 4.713696942014598, 3.567647267338483, 5.859746616690715, 4.85530520876158, 6.001354883437696, 7.147404558113812, 3.7092555340854645
5 4.568053719634865, 3.5695073373646817, 5.566600101905049, 4.71002873381332, 5.708575116083503, 6.707121498353687, 3.711482351543136
6 4.580767138504965, 3.572767168121661, 5.588767108888269, 4.722133416884536, 5.73013338726784, 6.738133357651145, 3.714133446501232
7 4.7344482397060865, 3.5624692885471942, 5.906427190864978, 4.871334753684556, 6.043313704843448, 7.215292656002339, 3.6993558025256634
8 4.7617601706721455, 3.5690859864128974, 5.954434354931394, 4.900618738652803, 6.093292922912051, 7.285967107171299, 3.707944554393555
9 4.760085984592304, 3.567811037812357, 5.95236093137225, 4.898862868801223, 6.0911378155811695, 7.283412762361116, 3.7065879220212765
10 4.989663497647899, 3.5623673702765632, 6.416959625019234, 5.126052706514883, 6.553348833886218, 7.980644961257553, 3.698756579143547
11 4.746871037629625, 3.5687381894721706, 5.9250038857870795, 4.8873392674005975, 6.065472115558052, 7.243604963715506, 3.709206419243143
12 4.562979268717423, 3.569132770665836, 5.55682576676901, 4.704879540228398, 5.698726038279985, 6.692572536331572, 3.7110330421768114
13 4.564551082875272, 3.571245392235966, 5.557856773514577, 4.707958412070995, 5.701264102710301, 6.694569793349606, 3.7146527214316896
14 4.585944150022934, 3.6057998819053836, 5.566088418140485, 4.745055186436273, 5.725199454553824, 6.705343722671374, 3.764910918318723
15 4.586504653560306, 3.6017458727853984, 5.571263434335213, 4.743029459657877, 5.727788240432784, 6.712547021207692, 3.75827067888297
16 4.599341438292982, 3.5955439412302965, 5.603138935355669, 4.754672551580405, 5.75847004864309, 6.762267545705777, 3.750875054517718
17 4.607390511166894, 3.6137067437332266, 5.601074278600562, 4.768115847355269, 5.761799614788937, 6.755483382222605, 3.7744320799216022
18 4.596380670856547, 3.605926306177414, 5.586835035535681, 4.754995693650127, 5.7454500583292605, 6.735904423008394, 3.764541328970993
19 4.6267965383545695, 3.6133361513450275, 5.6402569253641115, 4.784803256924432, 5.798263643933974, 6.811724030943516, 3.7713428699148897
20 4.604677534594833, 3.5983654345584526, 5.610989634631214, 4.758620345208723, 5.764932445245104, 6.771244545281484, 3.752308245172342
21 4.774723890073872, 3.6064655978370705, 5.942982182310675, 4.930833830923349, 6.099092123160151, 7.267350415396953, 3.762575538686547
22 4.787943249997159, 3.6222304814433732, 5.953656018550945, 4.9486520936597875, 6.114364862213574, 7.28007763076736, 3.782939325106001
23 4.781295734977066, 3.613072765148267, 5.9495187048058655, 4.939499522420434, 6.107722492249233, 7.275945462078032, 3.7712765525916345
24 4.624936829492151, 3.617518997106931, 5.632354661877373, 4.786022753878808, 5.793440586264029, 6.80085841864925, 3.7786049214935873
25 4.59361901149935, 3.608036455103007, 5.579201567895693, 4.751841826221853, 5.7374243826181965, 6.72300693901454, 3.76625926982551
26 4.598087853995173, 3.608830185284882, 5.587345522705463, 4.757485640956355, 5.746743309666645, 6.736000978376936, 3.7682279722460637
27 4.594496053411289, 3.5730649018642517, 5.615927204958327, 4.734789707509523, 5.75622085905656, 6.777652010603598, 3.7133585559624858
28 4.591870329175795, 3.574918755861509, 5.608821902490082, 4.733201671428312, 5.750153244742598, 6.767104818056884, 3.7162500981140263
29 4.584243965558942, 3.5672106262601617, 5.601277304857722, 4.72406037414967, 5.74109371344845, 6.758127052747231, 3.70702703485089
30 4.7321203437069785, 3.604724268493913, 5.859516418920043, 4.888354442275697, 6.015750517488762, 7.143146592701827, 3.7609583670626314
31 4.637045831586485, 3.598297054937399, 5.675794608235571, 4.7905099338293935, 5.829258710478479, 6.868007487127565, 3.751761157180307
32 4.463692307241542, 3.6683098279307447, 5.259074786552341, 4.643245131371711, 5.438627610682509, 6.234010089993307, 3.8478626520609134
33 4.44765794850374, 3.665515406242337, 5.229800490765143, 4.625707038735839, 5.407849580997241, 6.189992123258644, 3.8435644964744355
34 4.464279494943685, 3.67958894834479, 5.248970041542578, 4.64798529089619, 5.4326758374950845, 6.217366384093978, 3.863294744297296
35 4.4735712279884305, 3.665434570931537, 5.281707885045325, 4.650835698766128, 5.458972355823023, 6.267109012879916, 3.842699041709235
36 4.428759921924552, 3.6620198612915438, 5.1954999825575605, 4.606021833613718, 5.372761894246726, 6.139501954879734, 3.8392817729807094
37 4.457499125937654, 3.679068145756634, 5.235930106118675, 4.638838323279374, 5.417269303460395, 6.195700283641416, 3.860407343098353
38 4.441148905372617, 3.671356460523545, 5.21094135022169, 4.618632260097792, 5.388424704946864, 6.158217149795937, 3.8488398152487195
39 4.440012145560068, 3.6655022939901016, 5.214521997130035, 4.618161202719915, 5.392671054289882, 6.167180905859849, 3.8436513511499486
40 4.559627483871496, 3.668496878626888, 5.4507580891161025, 4.735785873738213, 5.62691647898282, 6.518047084227428, 3.8446552684936055
41 4.583907826709832, 3.6828144728538974, 5.485001180565767, 4.765241920081254, 5.666335273937189, 6.567428627793124, 3.864148566225319
42 4.624963487998739, 3.666711806949354, 5.583215169048125, 4.802019171842787, 5.760270852892172, 6.718522533941557, 3.843767490793401
43 4.562927833532717, 3.672029635130281, 5.453826031935153, 4.741482623101647, 5.632380821504084, 6.52327901990652, 3.8505844246992114
44 4.473950866115667, 3.6538335532207182, 5.2940681790106145, 4.648730117487461, 5.46884743038241, 6.288964743277358, 3.828612804592513
45 4.5231160030410935, 3.654769284672942, 5.391462721409244, 4.6985787579332365, 5.566925476301388, 6.4352721946695395, 3.8302320395650855
46 4.531266199191101, 3.671813711539446, 5.390718686842757, 4.709923440974248, 5.569375928625903, 6.428828416277558, 3.850470953322593
47 4.489720720145462, 3.6591525215314875, 5.320288918759435, 4.665014774130586, 5.495582972744559, 6.326151171358533, 3.834446575516612
48 4.598837263247136, 3.4068444110514413, 5.79083011544283, 4.693385932141459, 5.885378784337154, 7.077371636532848, 3.501393079945765
49 4.582566506393438, 3.4150711946940246, 5.750061818092852, 4.679264605205066, 5.84675991690448, 7.0142552286038935, 3.511769293505653
50 4.595109461978729, 3.4225963445385825, 5.767622579418876, 4.695179465908397, 5.867692583348544, 7.0402057007886905, 3.5226663484682503
51 4.868755464774667, 3.4144522854858437, 6.32305864406349, 4.966713854909325, 6.421017034198148, 7.8753202134869715, 3.512410675620502
52 4.615033474540777, 3.4209786768482826, 5.8090882722332715, 4.714555013050916, 5.90860981074341, 7.102664608435905, 3.5205002153584215
53 4.835563647311018, 3.416697223578873, 6.254430071043162, 4.934382092876023, 6.353248516608168, 7.7721149403403125, 3.5155156691438783
54 4.873355433811363, 3.4249756466891155, 6.32173522093361, 4.972285715861358, 6.4206655029836055, 7.869045290105853, 3.5239059287391106
55 5.645578993765526, 3.4101842884912212, 7.880973699039831, 5.73892316752994, 7.974317872804245, 10.20971257807855, 3.5035284622556344
56 5.415449694711011, 3.4219044193628165, 7.408994970059204, 5.5120734253379515, 7.505618700686146, 9.499163976034339, 3.518528149989757
57 5.337460225426926, 3.4161555438544013, 7.258764906999452, 5.433142019107787, 7.354446700680311, 9.275751382252837, 3.5118373375352614
58 5.411270895711561, 3.415094553438076, 7.407447237985046, 5.506034315710864, 7.5022106579843495, 9.498387000257834, 3.509857973437379
59 4.860920990363911, 3.427469324336678, 6.294372656391144, 4.959814731373412, 6.3932663974006445, 7.826718063427878, 3.526363065346179
60 4.595069449065267, 3.4221382644654015, 5.7680006336651335, 4.69400157415084, 5.866932758750706, 7.039863943350572, 3.521070389550973
61 4.9125396815844224, 3.447843200815569, 6.3772361623532765, 5.023161329388528, 6.487857810157382, 7.952554290926236, 3.5584648486196744
62 4.932550727935278, 3.443175518899602, 6.421925936970954, 5.040452266240261, 6.529827475275937, 8.019202684311614, 3.5510770572045853
63 4.8524163880876765, 3.4525300345941408, 6.252302741581212, 4.963329248578463, 6.363215602071998, 7.763101955565533, 3.563442895084927
64 4.922823132889373, 3.440739014713396, 6.4049072510653495, 5.030279644515124, 6.5123637626911, 7.994447880867077, 3.5481955263391476
65 4.888469572814157, 3.45850535870237, 6.318433786925942, 5.0024977914762045, 6.432462005587991, 7.862426219699777, 3.5725335773644185
66 6.08426444199104, 3.4469119239500476, 8.721616960032033, 6.194162862671502, 8.831515380712496, 11.468867898753489, 3.556810344630509
67 5.623539120241768, 3.4488417575711052, 7.798236482912429, 5.733503296029976, 7.908200658700638, 10.082898021371301, 3.558805933359314
68 5.739367094962649, 3.4533295752851996, 8.025404614640099, 5.8506797257989644, 8.136717245476415, 10.422754765153865, 3.5646422061215146
69 4.977912326530498, 3.4545009824978514, 6.501323670563145, -5.088918884602931, 6.612330228635577, -8.135741572668223, 3.5655075405702843
70 5.714337639475549, 3.458737699453443, 7.969937579497657, 5.827462556025778, 8.083062496047885, 10.338662436069992, 3.571862616003671
71 5.015068502521256, 3.43943170807812, 6.5907052969643924, -5.121355571415955, 6.69699236585909, -8.272629160302227, 3.5457187769728185
72 5.510178336020543, 3.445624970822685, 7.574731701218401, 5.617894131997362, 7.682447497195221, 9.747000862393078, 3.5533407667995043
73 4.883882675471809, 3.446457693480467, 6.3213076574631515, 4.992398598251695, 6.429823580243037, 7.867248562234379, 3.5549736162603525
74 4.897514676531729, 3.4452224151492383, 6.349806937914218, 5.007342027386612, 6.459634288769102, 7.911926550151592, 3.5550497660041223
75 6.188732612164645, 3.4446090720323457, 8.932856152296944, 6.297737195577139, 9.041860735709438, 11.785984275841738, 3.5536136554448396
76 4.950147957189833, 3.446022417985684, 6.454273496393981, 5.058062476748152, 6.5621880159523, 8.066313555156448, 3.553936937544003
77 5.0185809542283355, 3.435418499761837, 6.601743408694833, 5.124153196962125, 6.7073156514286225, 8.29047810589512, 3.540990742495627
78 4.368910801752397, 3.49412349863103, 5.243698104873765, 4.497955977509094, 5.372743280630462, 6.24753058375183, 3.6231686743877267
79 4.907400606572722, 3.4543843576106203, 6.360416855534824, 5.019623942424065, 6.472640191386167, 7.925656440348269, 3.5666076934619633
80 4.645907050983321, 3.459176675191009, 5.832637426775633, 4.760398699144302, 5.947129074936614, 7.1338594507289255, 3.5736683233519906
81 4.331885953486246, 3.562340472681244, 5.101431434291249, 4.483139840295127, 5.252685321100129, 6.022230801905131, 3.713594359490125
82 4.332228259559344, 3.565168254521487, 5.099288264597202, 4.484896037288346, 5.251956042326204, 6.019016047364062, 3.7178360322504886
83 4.7471729363514905, 3.5466251975316183, 5.947720675171363, -4.892849282565646, 6.0933970213855195, -7.293944760205392, 3.6923015437457742
84 4.3476503990535535, 3.5697595667485755, 5.125541231358532, 4.501186010276993, 5.279076842581971, 6.056967674886949, 3.723295177972015
85 4.350092095412907, 3.56296221997021, 5.137221970855603, 4.501537511405474, 5.2886673868481715, 6.075797262290868, 3.714407635962777
86 4.344370207762541, 3.5584427266089893, 5.130297688916093, 4.4940336489745025, 5.279961130128054, 6.065888611281605, 3.7081061678209504
87 4.42856520359514, 3.5476946530009155, 5.309435754189365, 4.574053657106854, 5.454924207701079, 6.335794758295304, 3.6931831065126297
88 4.437327540098517, 3.556629146991308, 5.3180259332057265, 4.587403510473333, 5.468101903580542, 6.3488002966877515, 3.7067051173661234
89 4.393002201918169, 3.5043014685483307, 5.281702935288008, -4.526255439555373, 5.414956172925212, -6.303656906295051, 3.637554706185535
90 4.428857136866036, 3.5325984164180557, 5.325115857314016, 4.572030188925403, 5.468288909373383, 6.364547629821363, 3.6757714684774228
91 4.448911857361455, 3.545579864863865, 5.352243849859045, 4.592143867700854, 5.495475860198444, 6.398807852696034, 3.688811875203264
92 4.306359505558786, 3.5475894296590966, 5.065129581458477, 4.454822260656713, 5.213592336556403, 5.972362412456094, 3.696052184757023
93 4.359184591260246, 3.563054492311185, 5.155314690209307, 4.510795487884097, 5.306925586833158, 6.10305568578222, 3.7146653889350354
94 4.337508252997473, 3.543407298621941, 5.131609207373005, 4.483758052458016, 5.277859006833547, 6.071959961209079, 3.689657098082484
95 4.307976034090738, 3.4862634875252208, 5.129688580656257, 4.433596198105738, 5.255308744671256, 6.077021291236774, 3.6118836515402193
96 4.295772804530832, 3.4751440498914166, 5.116401559170248, 4.41773750549524, 5.238366260134655, 6.05899501477407, 3.5971087508558246
97 4.254799026848642, 3.473279233008895, 5.036318820688387, 4.37930163620596, 5.160821430045706, 5.942341223885452, 3.597781842366214
98 4.26395202469698, 3.461186245324607, 5.066717804069354, 4.383056922412589, 5.185822701784962, 5.988588481157335, 3.580291143040215
99 4.316779524254013, 3.4835974571575288, 5.149961591350497, 4.4429709288514765, 5.27615299594796, 6.109335063044444, 3.6097888617549927
100 4.421502508234991, 3.4852511699360846, 5.357753846533897, 4.545230596566072, 5.481481934864978, 6.4177332731638845, 3.6089792582671656
101 4.423520121898394, 3.482622121462896, 5.364418122333893, 4.544806296573518, 5.4857042970090175, 6.426602297444516, 3.6039082961380196
102 4.3271692913077295, 3.503681678434076, 5.150656904181383, 4.460867491800753, 5.284355104674407, 6.107842717548061, 3.6373798789270997
103 4.434357303307341, 3.497837233187365, 5.370877373427318, 4.561137359500102, 5.497657429620078, 6.434177499740055, 3.6246172893801263
104 4.5341921612065335, 3.476229669674002, 5.592154652739066, 4.6531584621058375, 5.711120953638369, 6.769083445170902, 3.595195970573306
105 4.4076961903519605, 3.4780783923368506, 5.33731398836707, 4.529856705037631, 5.45947450305274, 6.38909230106785, 3.6002389070225203
106 4.424964674980873, 3.474096565138578, 5.375832784823168, 4.546788496861025, 5.49765660670332, 6.448524716545615, 3.59592038701873
107 4.3142577853766, 3.5239691135035462, 5.104546457249652, 4.459363660645617, 5.249652332518671, 6.039941004391724, 3.669074988772564
108 4.323436875528573, 3.519750359766014, 5.127123391291133, 4.4679598986052955, 5.271646414367855, 6.075332930130415, 3.6642733828427363
109 4.237045584214218, 3.5152966953632854, 4.95879447306515, 4.380493752544358, 5.10224264139529, 5.8239915302462215, 3.6587448636934257
110 4.22952081513174, 3.533788423688174, 4.925253206575305, 4.379409618182237, 5.075142009625802, 5.770874401069368, 3.6836772267386713
111 4.312688744173731, 3.5310205012733773, 5.094356987074086, 4.460813847229962, 5.242482090130316, 6.024150333030671, 3.6791456043296074
112 4.31920454540674, 3.533996320658569, 5.104412770154911, 4.467430836664588, 5.252639061412759, 6.037847286160929, 3.6822226119164165
113 4.38281326157119, 3.512500327869331, 5.253126195273049, 4.522946664948488, 5.3932595986503475, 6.263572532352207, 3.6526337312466293
114 4.31532492020663, 3.5336171906904323, 5.097032649722828, 4.4624837759884, 5.244191505504598, 6.025899235020796, 3.6807760464722024
115 4.309475857771713, 3.514842676133445, 5.104109039409982, 4.449638554082092, 5.244271735720361, 6.0389049173586296, 3.6550053724438243
116 4.325270749420638, 3.519186752676395, 5.131354746164882, 4.466847552200018, 5.272931548944261, 6.079015545688505, 3.6607635554557745
117 4.3293053635938845, 3.5165662815747973, 5.142044445612972, 4.4709634996107335, 5.283702581629821, 6.096441663648908, 3.658224417591646
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349 4.527573783087448, 3.5126066091123915, 5.542540957062504, 4.662854967958868, 5.677822141933924, 6.69278931590898, 3.647887793983812
350 4.514954642179148, 3.506718550524809, 5.523190733833489, 4.648539057021316, 5.656775148675656, 6.665011240329997, 3.6403029653669767
351 4.521780570172177, 3.503230770219661, 5.5403303701246935, 4.65462408621057, 5.673173886163087, 6.691723686115603, 3.6360742862580535
352 4.497239217114554, 3.501428059299652, 5.4930503749294575, 4.629558697059735, 5.625369854874637, 6.621181012689539, 3.6337475392448315
353 4.49900854547153, 3.5072513990822807, 5.49076569186078, 4.633109698442575, 5.624866844831825, 6.616623991221075, 3.641352552053325
354 4.515172858472744, 3.503322554313784, 5.527023162631705, 4.646310060293814, 5.658160364452775, 6.670010668611735, 3.6344597561348535
355 4.520258841089976, 3.512164276404345, 5.528353405775608, 4.65544326364455, 5.663537828330181, 6.6716323930158135, 3.6473486989589183
356 4.680869496949525, 3.498247735815704, 5.863491258083346, 4.809469289521555, 5.992091050655375, 7.174712811789197, 3.6268475283877337
357 4.695533395071403, 3.5107652541093137, 5.8803015360334925, 4.829396997782912, 6.0141651387450015, 7.198933279707091, 3.6446288568208236
358 4.666981320092798, 3.4926602583532818, 5.841302381832316, 4.7934115400458905, 5.967732601785407, 7.142053663524924, 3.6190904783063735
359 4.65941245680167, 3.498925788324653, 5.819899125278687, 4.79060672021965, 5.951093388696666, 7.111580057173684, 3.6301200517426326
360 4.6678728221130115, 3.4957595888111634, 5.839986055414859, 4.796980747447155, 5.969093980749004, 7.141207214050851, 3.6248675141453077
361 4.669986279568649, 3.483436283606651, 5.856536275530647, 4.796863500213137, 5.983413496175135, 7.169963492137133, 3.6103135042511387
362 4.508330791050082, 3.4974661561982394, 5.519195425901925, 4.639931806959807, 5.65079644181165, 6.661661076663494, 3.6290671721079644
363 4.6122751657432834, 3.44913783408587, 5.775412497400698, 4.726659266560522, 5.889796598217935, 7.052933929875349, 3.563521934903108
364 4.4586087861771375, 3.4498101964126615, 5.4674073759416135, 4.573067759773709, 5.581866349538185, 6.590664939302661, 3.5642691700092324
365 4.528719521856143, 3.501495631614907, 5.5559434120973785, 4.660318803725899, 5.687542693967135, 6.714766584208371, 3.6330949134846633
366 4.669729038967737, 3.5029235768441866, 5.836534501091288, 4.801916883549167, 5.968722345672717, 7.135527807796268, 3.6351114214256164
367 4.515660783959261, 3.4935369754606747, 5.537784592457847, 4.645550590206843, 5.6676743987054286, 6.6897982072040145, 3.6234267817082566
368 4.525186955251475, 3.4973272974109286, 5.553046613092023, 4.655456054252293, 5.68331571209284, 6.711175369933387, 3.627596396411746
369 4.536989020113806, 3.510395083271398, 5.563582956956215, 4.670915847600313, 5.697509784442722, 6.72410372128513, 3.644321910757905
370 4.538731343795212, 3.5085518556720183, 5.568910831918406, 4.672607886072556, 5.70278737419575, 6.732966862318944, 3.642428397949362
371 4.494521021265564, 3.4936691631777568, 5.495372879353372, 4.624476921371688, 5.625328779459496, 6.626180637547304, 3.62362506328388
372 4.493921212644181, 3.5012989860239787, 5.486543439264383, 4.6268064822023955, 5.619428708822598, 6.6120509354428005, 3.6341842555821935
373 4.396279031771873, 3.5089739001395697, 5.283584163404178, 4.531617447903961, 5.418922579536265, 6.306227711168569, 3.644312316271657
374 4.5078761242249294, 3.4989233596901497, 5.516828888759708, 4.640459122587249, 5.649411887122028, 6.658364651656807, 3.6315063580524694
375 4.372804971225704, 3.499056831311054, 5.246553111140353, 4.505581506710664, 5.3793296466253135, 6.253077786539963, 3.6318333667960143
376 4.38958376394572, 3.501666514718111, 5.277501013173329, 4.521143077464111, 5.40906032669172, 6.296977575919329, 3.6332258282365024
377 4.412879667027202, 3.5154847179168263, 5.310274616137578, 4.548359770200573, 5.4457547193109495, 6.343149668421325, 3.6509648210901977
378 4.392004743157168, 3.5187925705047136, 5.2652169158096225, 4.52864469450245, 5.401856867154905, 6.2750690398073585, 3.655432521849996
379 4.4405332528602734, 3.5262682021318925, 5.354798303588655, 4.579926223587693, 5.494191274316075, 6.4084563250444555, 3.6656611728593114
380 4.513780478376095, 3.504874357688595, 5.522686599063595, 4.646818375863434, 5.655724496550934, 6.664630617238434, 3.6379122551759338
381 4.523202509173403, 3.4942688607084063, 5.552136157638401, 4.651816543838011, 5.680750192303008, 6.7096838407680055, 3.6228828953730137
382 4.500816057358674, 3.4986424904483444, 5.502989624269003, 4.6336392473867685, 5.635812814297098, 6.637986381207427, 3.6314656804764396
383 4.513260896460408, 3.4928247261411687, 5.533697066779648, 4.6431752043349155, 5.663611374654154, 6.684047544973394, 3.622739034015676
384 4.388326884560522, 3.4864657399233074, 5.290188029197736, 4.517744929736671, 5.419606074373886, 6.321467219011099, 3.615883785099457
385 5.831043181125282, 3.497632953936934, 8.16445340831363, 5.950660756045995, 8.284070983234344, 10.61748121042269, 3.617250528857647
386 5.141964853731026, 3.4974316396420897, 6.786498067819962, -5.2612423588660056, 6.9057755729549415, -8.550308787043877, 3.616709144777069
387 5.601819294214978, 3.505581066718161, 7.698057521711793, 5.724097410577859, 7.820335638074675, 9.916573865571491, 3.6278591830810427
388 5.833609939154201, 3.5014812207694916, 8.16573865753891, 5.954195576641487, 8.286324295026196, 10.618453013410905, 3.622066858256778
389 5.771615765640813, 3.5105616280161485, 8.032669903265477, 5.894842001495983, 8.155896139120646, 10.416950276745311, 3.6337878638713184
390 5.9472156247479075, 3.505454437272489, 8.388976812223325, 6.068717298518937, 8.510478485994355, 10.952239673469773, 3.6269561110435196
391 5.796640615284001, 3.5006098628339695, 8.092671367734031, 5.91572000183577, 8.2117507542858, 10.507781506735832, 3.6196892493857398
392 5.13315250332127, 3.494024488304566, 6.772280518337975, -5.2509658454257995, 6.890093860442503, -8.529221875459207, 3.611837830409095
393 5.743574098172929, 3.492024899859275, 7.995123296486583, 5.861227675113823, 8.112776873427478, 10.364326071741132, 3.609678476800169
394 5.5578196834721165, 3.4891933948220606, 7.6264459721221725, 5.675021537184542, 7.743647825834598, 9.812274114484653, 3.6063952485344863
395 5.413224455350133, 3.4948416248235703, 7.331607285876696, 5.531686042604889, 7.4500688731314515, 9.368451703658014, 3.6133032120783266
396 5.340755521474414, 3.4954764319467597, 7.186034611002067, 5.4661078567001455, 7.311386946227799, 9.156666035755453, 3.620828767172492
397 5.3855799014421954, 3.5015676913063354, 7.269592111578056, 5.512131888319847, 7.396144098455708, 9.280156308591568, 3.6281196781839875
398 5.796278343278373, 3.5078826245150596, 8.084674062041687, 5.924035898305954, 8.212431617069267, 10.50082733583258, 3.6356401795426403
399 4.868210836463404, 3.5122617618837033, 6.224159911043105, 4.998279441152434, 6.354228515732134, 7.710177590311836, 3.6423303665727325
400 4.913034966637744, 3.5166968228423277, 6.30937311043316, 5.044714375395855, 6.44105251919127, 7.837390662986687, 3.6483762316004382
401 4.854222611403826, 3.5012553475686214, 6.20718987523903, 4.98025110649258, 6.333218370327785, 7.68618563416299, 3.6272838426573757
402 4.943371971668721, 3.510070578604256, 6.376673364733187, 5.071859468046334, 6.5051608611108, 7.938462254175265, 3.638558074981868
403 4.899245302448615, 3.495576100730759, 6.30291450416647, 5.0224341741184375, 6.426103375836293, 7.829772577554149, 3.6187649724005824
404 5.7145313150774575, 3.5059791337932618, 7.923083496361654, 5.839884629422436, 8.048436810706631, 10.256988991990829, 3.6313324481382394
405 5.174131854950524, 3.4877766369725287, 6.860487072928519, -5.295757917651747, 6.982113135629742, -8.668468353607738, 3.609402699673751
406 5.538812642180892, 3.5005359501084596, 7.577089334253324, 5.663992643193159, 7.702269335265591, 9.740546027338022, 3.625715951120727
407 5.510962598827949, 3.5003660942203823, 7.521559103435516, 5.636057671896178, 7.646654176503745, 9.65725068111131, 3.6254611672886106
408 5.480230774973692, 3.4999111970693146, 7.460550352878069, 5.6011072768379515, 7.581426854742329, 9.561746432646705, 3.6207876989335745
409 5.458768779405189, 3.490017789193676, 7.427519769616703, 5.576020817592261, 7.544771807803775, 9.513522798015288, 3.607269827380747
410 5.7061491720583515, 3.498020731725842, 7.91427761239086, 5.8250045650238125, 8.033133005356321, 10.24126144568883, 3.6168761246913035
411 5.077387121417193, 3.4939654578433372, 6.660808784991048, -5.195170948291106, 6.778592611864962, -8.362014275438817, 3.611749284717251
412 5.636429100785705, 3.4949571413937033, 7.777901060177705, 5.7548285748121595, 7.89630053420416, 10.037772493596162, 3.613356615420158
413 6.128930694209216, 3.501697498378692, 8.756163890039739, 6.249505257080072, 8.876738452910596, 11.50397164874112, 3.6222720612495487
414 5.9685058849838795, 3.5064677458978277, 8.430544024069931, 6.0905142130675785, 8.552552352153631, 11.014590491239682, 3.628476073981527
415 5.507507058456659, 3.5124196104010905, 7.502594506512228, 5.635598597054242, 7.630686045109812, 9.62577349316538, 3.640511148998674
416 4.781996325220127, 3.499239390268775, 6.0647532601714795, 4.910345306205323, 6.193102241156675, 7.475859176108027, 3.6275883712539705
417 4.778214808488507, 3.4902168072950146, 6.066212809682, 4.902176759644549, 6.190174760838041, 7.478172762031534, 3.614178758451057
418 4.898759765012232, 3.4941182956161523, 6.303401234408313, 5.025544288679009, 6.43018575807509, 7.83482722747117, 3.6209028192829287
419 4.874254000265919, 3.5018350251654424, 6.246672975366397, 5.003528439806918, 6.375947414907395, 7.748366390007872, 3.631109464706441
420 4.847223909073903, 3.5027003299002906, 6.191747488247515, 4.975817740116973, 6.320341319290585, 7.664864898464197, 3.631294160943361
421 4.858690094011462, 3.5156777183164456, 6.201702469706479, 4.991440979127723, 6.334453354822739, 7.677465730517755, 3.6484286034327056
422 4.815274647185264, 3.4945684629996956, 6.1359808313708335, 4.942909139121666, 6.263615323307235, 7.584321507492803, 3.6222029549360975
423 5.463501631365171, 3.496004166251495, 7.430999096478846, -5.589365154089997, 7.556862619203672, -9.524360084317347, 3.6218676889763213
424 5.15471412872682, 3.5070427777428805, 6.8023854797107575, 5.284494387259732, 6.932165738243671, 8.57983708922761, 3.636823036275794
425 5.475261566619305, 3.513584615260238, 7.436938517978372, -5.605748703965737, 7.567425655324804, -9.529102606683871, 3.6440717526066706
426 5.512841269221652, 3.4918647379269663, 7.533817800516338, -5.637006587269104, 7.6579831185637905, -9.678959649858475, 3.6160300559744183
427 5.353667262068716, 3.4891130632079914, 7.21822146092944, -5.478198907616387, 7.342753106477112, -9.207307305337835, 3.6136447087556633
428 4.793299080520911, 3.514900189082698, 6.071697971959123, 4.9261499963667035, 6.204548887804916, 7.482947779243129, 3.6477511049284903
429 4.866569807142067, 3.501021209147535, 6.232118405136599, 4.995437338674112, 6.360985936668643, 7.726534534663175, 3.6298887406795797
430 5.187670952227604, 3.5070115212240265, 6.868330383231182, 5.31879083209197, 6.9994502630955475, 8.680109694099125, 3.6381314010883923
431 4.164296387507658, 3.587443650968837, 4.741149124046478, 4.316254530561229, 4.89310726710005, 5.469960003638871, 3.7394017940224087
432 4.166386790625348, 3.5835433763223765, 4.749230204928319, 4.3166209914188, 4.899464405721771, 5.482307820024742, 3.733777577115829
433 4.477667355493259, 3.590464342259147, 5.36487036872737, 4.631588470183801, 5.518791483417913, 6.405994496652024, 3.7443854569496895
434 3.9423401120992625, 3.5992625424740905, 4.285417681724434, 4.098743148462816, 4.441820718087988, 4.78489828771316, 3.7556655788376445
435 4.137400289397493, 3.5981350561313903, 4.676665522663597, 4.293015140977001, 4.832280374243105, 5.371545607509208, 3.7537499077108976
436 4.098892415111402, 3.60512761056121, 4.592657219661595, 4.256996417561144, 4.750761222111336, 5.244526026661529, 3.7632316130109515
437 3.8963776762281186, 3.6128286571601618, 4.179926695296075, 4.057107579582408, 4.340656598650365, 4.624205617718322, 3.7735585605144517
438 3.897512730406489, 3.610068664395015, 4.184956796417963, 4.0575297569227375, 4.344973822934211, 4.632417888945685, 3.770085690911263
439 4.100204314840581, 3.613106007268486, 4.587302622412676, 4.259524205394028, 4.746622512966122, 5.233720820538218, 3.772425897821932
440 4.092324264361414, 3.624035270656815, 4.560613258066014, 4.255461644140254, 4.723750637844854, 5.192039631549454, 3.7871726504356555
441 4.0842041420712425, 3.6118172726492244, 4.556591011493261, 4.244206434662295, 4.716593304084313, 5.188980173506331, 3.771819565240277
442 4.079922813589535, 3.602461766427688, 4.557383860751383, 4.23613639112212, 4.713597438283967, 5.191058485445815, 3.758675343960273
443 4.4621487105500695, 3.593477676232202, 5.330819744867938, 4.615883987626433, 5.484555021944301, 6.353226056262169, 3.747212953308565
444 4.563882592120504, 3.582432924713837, 5.5453322595271715, 4.714696090280589, 5.6961457576872565, 6.677595425093924, 3.733246422873922
445 4.5698961927622594, 3.613071166463241, 5.526721219061277, 4.73421640907162, 5.6910414353706384, 6.647866461669656, 3.7773913827726022
446 4.547270217227085, 3.615907013741831, 5.478633420712339, 4.710540748337985, 5.641903951823239, 6.573267155308494, 3.779177544852731
447 4.560133253027478, 3.6215194943807423, 5.498747011674213, 4.7276647653443575, 5.666278523991093, 6.604892282637829, 3.789051006697622
448 4.555317844784477, 3.621345747358705, 5.489289942210247, 4.722987157424091, 5.656959254849863, 6.590931352275634, 3.7890150599983206
449 4.566674062181138, 3.6241314279379884, 5.5092166964242875, 4.735399291472667, 5.677941925715817, 6.620484559958967, 3.792856657229517
450 4.557990142899426, 3.622846380271299, 5.493133905527552, 4.72584852267552, 5.660992285303646, 6.596136047931773, 3.790704760047393
451 4.593100785548201, 3.6131951782204887, 5.5730063928759135, 4.757257517330719, 5.737163124658432, 6.717068731986144, 3.7773519100030066
452 4.520616359233048, 3.6070794661358083, 5.434153252330288, 4.681827950906694, 5.595364844003934, 6.508901737101174, 3.768291057809454
453 4.632371721333986, 3.5985162883740567, 5.6662271542939155, 4.790999521993508, 5.824854954953437, 6.8587103879133675, 3.7571440890335785
454 4.670376198921658, 3.6167465255263975, 5.724005872316919, 4.834289658853994, 5.887919332249254, 6.941549005644515, 3.780659985458733
455 4.796178753549623, 3.5889824694103125, 6.003375037688933, 4.951293187778365, 6.158489471917675, 7.365685756056985, 3.7440969036390546
456 4.750085274994994, 3.593303059979152, 5.906867490010836, 4.906220121360707, 6.063002336376549, 7.219784551392391, 3.749437906344864
457 4.569419462812521, 3.592983643740795, 5.545855281884246, 4.724826895530597, 5.701262714602323, 6.677698533674048, 3.748391076458872
458 4.568532803365249, 3.6147362273072368, 5.522329379423261, 4.73244824053268, 5.686244816590692, 6.640041392648705, 3.778651664474668
459 4.575999801752792, 3.5861673950961293, 5.565832208409454, 4.726755357906598, 5.716587764563261, 6.706420171219923, 3.736922951249936
460 4.737218706678882, 3.6070716656557322, 5.867365747702031, 4.898764897387508, 6.0289119384106575, 7.159058979433807, 3.768617856364359
461 4.725199137434494, 3.606617747310463, 5.843780527558524, 4.887196954650694, 6.005778344774725, 7.124359734898754, 3.7686155645266632
462 4.600609930316383, 3.605769691241214, 5.595450169391552, 4.761166634542732, 5.756006873617901, 6.75084711269307, 3.7663263954675634
463 4.608486455076061, 3.600924214732085, 5.616048695420038, 4.76843187881824, 5.775994119162217, 6.783556359506193, 3.7608696384742637
464 4.621129095672266, 3.599683624557901, 5.6425745667866325, 4.7807955614282145, 5.80224103254258, 6.823686503656946, 3.759350090313849
465 4.3935975501202735, 3.5808894233942836, 5.206305676846264, 4.54523765466537, 5.3579457813913605, 6.17065390811735, 3.73252952793938
466 4.383006502508648, 3.594099102526809, 5.171913902490486, 4.537727912377795, 5.326635312359633, 6.115542712341472, 3.748820512395956
467 4.4828100244525775, 3.5815641781590046, 5.384055870746151, 4.633644623526261, 5.5348904698198345, 6.436136316113408, 3.732398777232688
468 4.4543264941191785, 3.5684962039977015, 5.340156784240655, 4.603351642109048, 5.489181932230525, 6.375012222352002, 3.717521351987571
469 4.410801537232073, 3.5703466542182136, 5.251256420245934, 4.558549704332848, 5.399004587346708, 6.239459470360568, 3.7180948213189877
470 4.394155690274919, 3.579979225981008, 5.208332154568829, 4.545111637821091, 5.359288102115001, 6.173464566408912, 3.7309351735271807
471 4.400586357024656, 3.5981470450981536, 5.203025668951157, 4.559712389567913, 5.362151701494415, 6.1645910134209165, 3.7572730776414116
472 4.424911699085718, 3.6185584357247036, 5.2312649624467324, 4.587952120114178, 5.394305383475191, 6.200658646836206, 3.781598856753163
473 4.400849169360737, 3.602312953438009, 5.199385385283464, 4.55877741120625, 5.357313627128978, 6.155849843051705, 3.760241195283522
474 4.372177360647594, 3.6122626753130795, 5.132092045982108, 4.531737956578668, 5.291652641913183, 6.051567327247697, 3.771823271244154
475 4.4594160908291, 3.63117082737904, 5.287661354279161, 4.62448650668663, 5.45273177013669, 6.28097703358675, 3.796241243236569
476 4.586398719372503, 3.628778374943294, 5.544019063801713, 4.751688973289243, 5.709309317718452, 6.666929662147662, 3.794068628860033
477 4.391537042685832, 3.6417825980879592, 5.141291487283706, 4.560290816491248, 5.310045261089122, 6.059799705686995, 3.8105363718933747
478 4.428039598138739, 3.6263402049156372, 5.22973899136184, 4.592548343493906, 5.3942477367170065, 6.195947129940108, 3.7908489502708047
479 4.462410425096812, 3.624001680959375, 5.30081916923425, 4.625749908473849, 5.464158652611286, 6.302567396748724, 3.7873411643364108
480 4.399471165854028, 3.629996881460403, 5.168945450247653, 4.565808249481578, 5.335282533875204, 6.104756818268829, 3.7963339650879533