Sign Number Transcription

This project aims to develop a Convolutional Neural Network (CNN) model to recognize and classify hand gestures representing the numbers 0 to 5. To do this, each student recorded 6 images capturing these gestures in various forms and environments. The entire dataset is shown below, depicting one random image from each student. We will train a CNN to extract relevant features from the images, such as hand shape and orientation. The model will be trained on this dataset to classify each image with the corresponding numerical label.

Christina Adhar Monyjith
Loi Emmanuel Tong
Malual Deng malual
Abakita Malek Tong
Mou Mou Bak
John Buosh Mayiek Maper
David Akech Ayor Ngong
Jok Ateny Jok
Justin Julius Droko
Emmanuel Aremite Emmanuel
Kuol Deng Machuor
Andrea Yuai Nhial
Maguet Chol Alang
Abraham Thiong Gai
Marko Achien Deng
James Chany Ruazal
Abraham Ariik Maker
Abraham Madit Kur
Agar Marial Riak
Alek Garang Tor
Alfred Malek Mabor
Andrew Akuei Atem Manyuon
Atem Khor Deng
Athou Rebecca Ajak
Awut Deng Aguer
Ayath Agany Ayath
Deng Dut Mayen
Bol Monica Ayuen
Claudio Sebit Toby
Deng Kuol Ajak
Deng Kuur Nhial
Deng Zakaria Mach
Deng Deng Madut
Duot Deng Ajang
Edina Yeno James
Emmanuel Khamis Victor
Garang Yai Garang
Godfrey Lino Arkangelo
Gop Manyuon Kodi
Jacob Dau Deng
Jenty Jore Theophilus
Chris Khamis Bobono
Kuot Jool Aluel
Lual Dot Wieu
Mapath Samuel Ajith
Marko Agany Kuic
Mary Adut Achiek
Mawien Guet Ayii
Maxim Edwin Zolimo
Michael Atem Chol
Monica Ayen Bol
Nelson Makim Ater
Nesnea Khadi Silvano
Panom Chot Jal
Peter Arol Awan
Rhok Longar Akuei
Samuel Jada Tombe
Samuel Maker Mangar
Samuel Thongbor
Suzan Adut Marial
Winny Poni Eresto
Yai Simon Chol
Yai Thon Nyok
Yousif John Michael
Abraham Dit Manyang
Adam Juma Haruun
Akech Aguer Akech
Aken Aken Wol
Akol Akol Anyar
Akwaji Otto Gwado
Albino Yai Athian
Aluel Kuer Tokmac
Aneso Ajuong Muon
Ariik Ariik Dut
Arkangelo Anau Wol
Atak Machok Atak
Barnaba Bol Kuach
Benis Garang Wantok
Cecilia Nyikach Aliardo
Chol Yoch Ayiu
Daniel Chol Miabil
Daniel Deng Achop
David Lueth Marial
David Nyang Touric
Edmond Anthony Mesaga
Reeng Kuol Reeng
Emmanuel Lasu Stephen
Emmanuel Lubari Severino
Gabriel Maker Laat
Hellen Musa
James Mawut Dit
Jane Kiko Sabino
Emmanuel Ajal Kuol
Emmanuel Bak Matong
John Wani Ladu
Julia Michael Isaiah
Kuot Chol Majok
Luka Bak Athian
Luka Monydeng Deng
Mabior Madit Chol
Mach Michael Panchol
Mangar Makur Machiek
Manyang Toldit Ariik
Marko Ngor Wek
Moses Luwalla Wani
Mawien Tito Ariik
Nelson Jele Arkangelo
Ngota Emmanuel Asegha
Nicola Peter Unango
Nyibol Dak Lual
Paul Majak Manyiel
Peter Abuol Madit
Richard Jada Kasmiro
Ring Aguek Bol
Sabri Ladu Lagu
Samuel Lual Atek
Kuany Andrea Anei
Sapano Makuei Meen
Simon Thon Kon
Weda Mckoy Maria
William Majak Malok
Yak Jacob Wieu
Patrick Esur Osfaldo
Thomas Wani Beyson
Emmanuel Deng Mei
Malong Nuoi Malong
Peter Akok Ngor
Ater Manyiel Chol
Ireneo William Deng
Pasquale Madut Siro
Mary Ojinio
Francis Mena Leon
Santo Deng Ngor
Dawa Alex Yuru
Biet Puoric Matuong
Malish Ben Kenyi
Emilio Albert Apai
Franco Komma James
George Morbe Mike
Dominic Paulino Omer
Magisto Ohisa Luka
Anthony Yugusuk Daniel
Lioto Samuel Simon
Moyu John Loku
Eunice Emmanuel Ismail
Zachariah Ladu Rumano
Abraham Chien Majur
Gabriel Mapuor Mayom
Faris John David
Sara Anour Alraya
Akwero Joyce Joseph
Ajack Guet Kuol
Betty Juru Patrick
James Machar Makur
Simon Mading Ayol
David Deng Wol
Gabriel Bol Mawien
James Dut Mathok
John Ayii Wol
Madut Wol Madut
Lual Nyang Dhieu
Thomas Soka Gabriel
Makuac Makur Mading
Mariak Nyuon Deng
Thomas TODOKO Samuel