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Journal : Journal of Applied Data Sciences

Development of A Deep Learning Model for Mental Health Classification and Early Screening through Draw a Person (DAP) Test Images Nurasiah, Nurasiah; Mutiara, Achmad Benny; Yusnitasari, Tristyanti; Asmarany, Anugriaty Indah
Journal of Applied Data Sciences Vol 6, No 3: September 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i3.700

Abstract

Mental health, as defined by the World Health Organization (WHO), is a fundamental aspect of overall well-being. The increasing complexity of modern society, coupled with rising levels of competition and stress, significantly impacts individuals’ mental health. The DAP test is a psychological assessment tool that uses human figure drawings to gain insights into an individual’s personality and mental condition. YOLO (You Only Look Once) is a deep learning algorithm based on Convolutional Neural Networks (CNNs) designed for real-time object detection. This study utilizes a DAP image dataset contributed by adolescents aged 12 to 16 years to develop a model for detecting and classifying objects in DAP images using the YOLOv8 algorithm. Optimal training results were achieved after 150 epochs, yielding a Precision of 0.821, Recall of 0.799, and mAP50 of 0.88. The model evaluation demonstrated an F1-Score of 0.78, indicating a balanced performance between Precision and Recall. Psychological analysis was conducted based on symptoms extracted from the characteristics of DAP images. Mental health conditions were classified according to severity levels consisting of minor, medium, and serious, based on weighted symptomatology derived from DAP image characteristics. The successful development of this model highlights its capability to classify various mental health conditions based on psychological analysis of DAP images. The findings suggest that mental health classification using DAP test images has the potential to support early screening and psychological assessment by providing an innovative and objective approach to identifying psychological indicators.
Co-Authors - Afrizal . Zulfan ., winanti Abda Abda Abdul Azis Abdul Azis Achmad Benny Mutiara Ade saputra Adiyanto Adiyanto Agarwal, Vertika Agistiawati, Eva Agustian, Wahid Rahmat Agustriani, Mega Ahadi, Ahadi ahmad yani Alfiansah, Diaz Aminudin, Aminudin Amiruddin Amiruddin Ananda, Faisar Andiyani, Diny Andri Suryana Anggeraeni, Anggeraeni Anugriaty Indah Asmarany Anwar, Moh. Nuril Ariestiani, Bonita Arizqa, Winanda Muftia Asmin Asmin, Asmin Auranisa, Luh Ayu Azhari Azhari Azis*, Abdul Basuki, Sucipto Basuki, Teguh Insan Pembangunan Batubara, Agung Setia Binti Seli, Noor Zainee Budi Haryanto Budiadnyana, Gusti Nyoman Budiadyana, Gusti Nyoman Budiadyana, Nyoman Cahya Kumoro, Dwi Ferdyatmoko Caniago, Addri Carolina, Yuanita Chidir, Gusli Cut Intan Hayati, Cut Intan Darmawan, Dwiky Dedi Gunawan Desy Apriani Dian Widiyanti eka , Henry antonius Erdawati Erdawati, Erdawati Erick Fernando B311087192 Fadilla, Hilda Fahira*, Meisy Fahira, Dea Faisar Ananda Arfa Faisar Ananda Arfa, Faisar Ananda Fajriah, Rosika Nur Fajriansi, Andi Fauzi Ahmad Muda Fayzhall, Miyv Fitri Handayani Fitriyaningsih Fitriyaningsih Fuadi, Aris Garnalis, Winda Goestjahjanti, Francisca Sestri Gozali, Ahmad Haniyah, Haniyah Harahap, Abu Yazid Bustami Harahap, Hilal Haitami Harahap, Mhd. Yadi Hasna, Shoftwatun Hasna, Shofwatun Himmy”™azz, Istajib Kulla Hulu, Paolinus Hulu, Paulinus Husaini Husaini Hutagalung, Dhaniel Ibrahim Ibrahim Ida Jubaedah Ihsan Siregar Imeliyanti, Eka Istajib Kulla Himmy’azz Iswanto, Sufandi Jaka Suwita Jamuri, Ahmad Johan Johan Joni Iskandar, Joni Jubaida, Ida Jumiran, Jumiran Karnawi Kamar, Karnawi Karyadi, Novan Karyono Karyono Kesuma, T. Bahagia Bahagia Kirana, Komalasari Indah Kulla Himmy'azz, Istajib Kumoro, Dwi Ferdi Cahya Kumoro, Dwi Ferdiyatmoko Cahya Kumoro, Ferdiyatmoko Cahya Lao, Virda Sintia Lyesmaya, Dyah M. Farid, M. Manurung, Nelly Esra Hotmaida Maqin, Samsul Maradhy, Ermawaty Maria Paristiowati Marviola Hardini Maysura, Ira Meisyara, Syahnaz Mouliana, *Mouliana MS, Anwar Muhammad Arifin Muhammad Faisal Muhammad Haikal Muhammad Iqbal Muhammad Yunus Muhibbussabry Muhjam Kamza Muhlizar Muhlizar Mukidi, Mukidi Muldani Rachmat, Imam Munira, Widia Musmundiroh, Musmundiroh Nandani Zahara Mahfuzah Napitupulu, Bonar Bangun Jeppri NAPITUPULU, BONAR BJ Nashrillah MG, Nashrillah MG Nasution, Ummi Fadillah Nauli, Rika Ristana Novi Diana, Novi Novitasari, Dewiana Nugroho, Rizki Nunung Sri Mulyani Nurasiah ., Nurasiah Nurhermawan, Ressa nursidin, nursidin Nurviani, Rahima Nuryanti, Yulis Octarina, Thina Oktarina, Thina Pagar, Pagar Parida Hanum Pebrina, Erni Taruli Pitriani Prana, Muhammad Purba, Nelvitia Purno, Marhaendro Purwaningrum, Dwi Purwanto Purwanto Putra, Firdaus Putriani, RDN Dwi Qadriah, Fauza Rachma Dewi, Wulan Rachmawati Rachmawati Rachmawati, Ruruh Raden Mohamad Herdian Bhakti Raditya Iswara Dewananda, Raditya Iswara Rahmi Syahriza Ramadhan Syahmedi Siregar Ramadhani, Aldi Ramazan, Ramazan Rezina, Adhina Ridwan Arifin Riyani Riyani Riyanto Riyanto Rizfie, Muhammad Dala Roza Elvyra Safitri, Asih Safpuriyadi, Safpuriyadi Sahadah, Dewi Nelly Sahadah, Dewi Nely Saiful Bahri Sakhroji, Sakhroji Santi, Neta Mirda Sanusi Sanusi Sapriana, Sapriana Sasono, Ipang Sa’adah, Fitria Septian, Indra Septiana, Via Sestri Goestjahjanti, Francisca Setiawaty, Elika Setyawati, Dewi Sharfina Nur Amalina Sihotang, Yohana Simanjuntak, Herlina Simorangkir, Yosua Siregar, Nasya Utari Siregar, Rais Abdurrahman Siti Maesaroh Sohabudin, Ahmad Solaeman, Deny Solaiman, Deny Solehuddin, M Sri Lestari Sri Wahyuni Asnaini, Sri Wahyuni Srinita, Srinita Sudiyono, Rachma Nadhila Sudiyono, Rachma Nadila Sukiati Sukiati Sukriyah, Sukriyah Supiana, Nana Supriyanto Supriyanto Suroso Suroso Sutardi, Didi Sutraliyana, Marliyani Syafitri, Ayu Syaiful Amin Tama, Ardy Riyantai Tanjung, Dhiauddin Tarigan, Tiodora Br Tastury*, Nabila Telaumbanua, Nurhafnisyah Teuku Kusnafizal, Teuku Tiara, Beby Tifani*, Nabilla Trisolvena, Muhammad Nana Tristyanti Yusnitasari Tsabit Azinar Ahmad Uswatun Hasanah Wahyuni, Cahya Ayu Widaningsih, Ida widjaja, henry antonius eka Widjaya, Irene Apriani Wihardjo, Mikael Tjokro WINANTI, WINANTI Wiyono, Nuri Yaafi, Naufal yanto, Adi Yayan Sudrajat Yoga Prihastomo Yudhatama, Dhimas Yulia, Yayah Yunita Rahmawati Yusuf Yusuf Zulkhairi Sofyan