{
      "thesis_name": "skripsi",
      "contributors": [
        {
          "name": {
            "honourific": null,
            "family": "Sunyoto",
            "given": "Andi",
            "lineage": null
          }
        }
      ],
      "userid": 12,
      "documents": [
          {
            "rev_number": 2,
            "format": "text",
            "files": [
                {
                  "hash": "afd47e8359de0aff6a93f05e82f80dea",
                  "hash_type": "MD5",
                  "mtime": "2026-07-21 02:44:36",
                  "mime_type": "application\/pdf",
                  "datasetid": "document",
                  "objectid": 323137,
                  "fileid": 1142064,
                  "filesize": 2027409,
                  "filename": "COVER.pdf",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1142064"
                }
            ],
            "mime_type": "application\/pdf",
            "eprintid": 32264,
            "security": "public",
            "language": "id",
            "content": "published",
            "formatdesc": "COVER - ABSTRAK",
            "pos": 1,
            "placement": 1,
            "main": "COVER.pdf",
            "docid": 323137,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/323137"
          },
          {
            "main": "BAB I.pdf",
            "placement": 2,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/323138",
            "docid": 323138,
            "pos": 2,
            "language": "id",
            "content": "published",
            "formatdesc": "BAB I",
            "rev_number": 2,
            "format": "text",
            "files": [
                {
                  "filename": "BAB I.pdf",
                  "filesize": 271415,
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1142066",
                  "fileid": 1142066,
                  "hash_type": "MD5",
                  "hash": "336daa7aef84c7f3f4a7a72d8599122b",
                  "mtime": "2026-07-21 02:44:39",
                  "datasetid": "document",
                  "mime_type": "application\/pdf",
                  "objectid": 323138
                }
            ],
            "mime_type": "application\/pdf",
            "eprintid": 32264,
            "security": "public"
          },
          {
            "formatdesc": "BAB II",
            "content": "published",
            "language": "id",
            "eprintid": 32264,
            "security": "validuser",
            "mime_type": "application\/pdf",
            "files": [
                {
                  "fileid": 1142068,
                  "objectid": 323139,
                  "datasetid": "document",
                  "mime_type": "application\/pdf",
                  "mtime": "2026-07-21 02:44:42",
                  "hash_type": "MD5",
                  "hash": "8ea675f3911d402eeb5a1768e89a0244",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1142068",
                  "filesize": 575471,
                  "filename": "BAB II.pdf"
                }
            ],
            "format": "text",
            "rev_number": 2,
            "docid": 323139,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/323139",
            "main": "BAB II.pdf",
            "placement": 3,
            "pos": 3
          },
          {
            "pos": 4,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/323140",
            "docid": 323140,
            "main": "BAB III.pdf",
            "placement": 4,
            "security": "validuser",
            "eprintid": 32264,
            "mime_type": "application\/pdf",
            "files": [
                {
                  "filename": "BAB III.pdf",
                  "filesize": 1227648,
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1142071",
                  "fileid": 1142071,
                  "hash_type": "MD5",
                  "hash": "88d3a3788409d9290295d8e5ae13b829",
                  "mtime": "2026-07-21 02:44:45",
                  "mime_type": "application\/pdf",
                  "datasetid": "document",
                  "objectid": 323140
                }
            ],
            "rev_number": 2,
            "format": "text",
            "formatdesc": "BAB III",
            "content": "published",
            "language": "id"
          },
          {
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/323141",
            "docid": 323141,
            "main": "BAB IV.pdf",
            "placement": 5,
            "pos": 5,
            "formatdesc": "BAB IV",
            "language": "id",
            "content": "published",
            "mime_type": "application\/pdf",
            "files": [
                {
                  "filename": "BAB IV.pdf",
                  "filesize": 1586706,
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1142074",
                  "mtime": "2026-07-21 02:44:48",
                  "hash_type": "MD5",
                  "hash": "37b5dc29dcddf514f85c9c168813b13f",
                  "objectid": 323141,
                  "mime_type": "application\/pdf",
                  "datasetid": "document",
                  "fileid": 1142074
                }
            ],
            "eprintid": 32264,
            "security": "validuser",
            "rev_number": 2,
            "format": "text"
          },
          {
            "formatdesc": "BAB V",
            "language": "id",
            "content": "published",
            "mime_type": "application\/pdf",
            "files": [
                {
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1142076",
                  "filename": "BAB V.pdf",
                  "filesize": 127430,
                  "fileid": 1142076,
                  "datasetid": "document",
                  "mime_type": "application\/pdf",
                  "objectid": 323142,
                  "hash_type": "MD5",
                  "hash": "db3adc416f69b762189449bc3e9228fc",
                  "mtime": "2026-07-21 02:44:51"
                }
            ],
            "eprintid": 32264,
            "security": "public",
            "format": "text",
            "rev_number": 2,
            "docid": 323142,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/323142",
            "placement": 6,
            "main": "BAB V.pdf",
            "pos": 6
          },
          {
            "format": "text",
            "rev_number": 2,
            "security": "validuser",
            "eprintid": 32264,
            "mime_type": "application\/pdf",
            "files": [
                {
                  "filename": "Daftar Pustaka.pdf",
                  "filesize": 175652,
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1142079",
                  "hash": "29eb59dccf47b85ba8b838b16745e3af",
                  "hash_type": "MD5",
                  "mtime": "2026-07-21 02:44:55",
                  "mime_type": "application\/pdf",
                  "datasetid": "document",
                  "objectid": 323143,
                  "fileid": 1142079
                }
            ],
            "content": "published",
            "language": "id",
            "formatdesc": "DAFTAR PUSTAKA",
            "pos": 7,
            "placement": 7,
            "main": "Daftar Pustaka.pdf",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/323143",
            "docid": 323143
          },
          {
            "main": "Sourcecode - 22.11.4693.zip",
            "placement": 8,
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/323144",
            "docid": 323144,
            "pos": 8,
            "language": "id",
            "formatdesc": "SOURCE CODE",
            "format": "archive",
            "rev_number": 2,
            "eprintid": 32264,
            "security": "staffonly",
            "files": [
                {
                  "fileid": 1142082,
                  "datasetid": "document",
                  "mime_type": "application\/zip",
                  "objectid": 323144,
                  "hash_type": "MD5",
                  "hash": "97d23dfeae2563587f659487da8c1418",
                  "mtime": "2026-07-21 02:44:58",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1142082",
                  "filename": "Sourcecode - 22.11.4693.zip",
                  "filesize": 6206543
                }
            ],
            "mime_type": "application\/zip"
          },
          {
            "formatdesc": "PUBLIKASI",
            "language": "id",
            "content": "published",
            "mime_type": "application\/pdf",
            "files": [
                {
                  "fileid": 1142084,
                  "objectid": 323145,
                  "datasetid": "document",
                  "mime_type": "application\/pdf",
                  "mtime": "2026-07-21 02:45:01",
                  "hash_type": "MD5",
                  "hash": "6f5f0219b705d56c5e644479a13f512c",
                  "uri": "http:\/\/eprints.amikom.ac.id\/id\/file\/1142084",
                  "filesize": 700451,
                  "filename": "Publikasi.pdf"
                }
            ],
            "security": "staffonly",
            "eprintid": 32264,
            "rev_number": 2,
            "format": "text",
            "uri": "http:\/\/eprints.amikom.ac.id\/id\/document\/323145",
            "docid": 323145,
            "main": "Publikasi.pdf",
            "placement": 9,
            "pos": 9
          }
      ],
      "eprintid": 32264,
      "lastmod": "2026-07-21 02:53:27",
      "datestamp": "2026-07-21 02:53:27",
      "divisions": [
        "if"
      ],
      "eprint_status": "archive",
      "corp_creators": [
        "Universitas AMIKOM Yogyakarta"
      ],
      "title": "ANALISIS KOMPARATIF MODEL DEEP LEARNING\r\nPRETRAINED UNTUK DETEKSI DINI AUTISME \r\nPADA ANAK BERBASIS CITRA WAJAH",
      "abstract": "Autism Spectrum Disorder (ASD) adalah gangguan perkembangan saraf yang\r\nmemerlukan deteksi dini untuk intervensi yang efektif. Penelitian ini mengevaluasi\r\nkinerja dan efektivitas arsitektur ringan MobileViTv2 dalam klasifikasi ASD\r\nberbasis cintra wajah. Selain itu, dengan membandingkan dataset default (dataset\r\nasli) dan dataset yang dipotong (fokus pada ROI wajah), penelitian ini menganalisis\r\ndampak strategi preprocessing. Metode penelitian menggunakan kerangka\r\neksperimental yang terdiri dari tiga fase. Pertama, pelatihan dasar; kedua, optimasi\r\nhyperparameter menggunakan framework Optuna dengan penyempurnaan parsial;\r\ndan ketiga, evaluasi akhir menggunakan Peningkatan Waktu Tes (TTA). 2.940\r\ngambar wajah anak dengan pembagian stratified 70:15:15 digunakan. Akurasi,\r\nsensitivitas, spesifisitas, dan analisis efisiensi komputasi mendukung evaluasi\r\ndengan metrik AUC sebagai indikator utama. Hasil penelitian menunjukkan bahwa\r\nMobileViTv2 adalah model terbaik dengan nilai AUC tertinggi sebesar 0,9575 dan\r\nakurasi tertinggi sebesar 0,9002. Dengan parameter ±5,8 juta dan ukuran model ±41\r\nMB, MobileViTv2 mengungguli EfficientNetV2-S dan MobileNetV3-Large.\r\nUntuk menjaga keseimbangan antara sensitivitas dan spesifisitas selama proses\r\npreprocessing, penggunaan sampel default secara konsisten lebih baik daripada\r\nsampel cropped. Hasilnya menunjukkan bahwa konteks wajah utuh memberi model\r\ninformasi visual yang lebih kaya. MobileViTv2 sangat cocok untuk digunakan\r\nsebagai sistem skrining awal ASD pada perangkat mobile karena efisiensi dan\r\nakurasi yang tinggi.",
      "dir": "disk0\/00\/03\/22\/64",
      "metadata_visibility": "show",
      "institution": "Universitas AMIKOM Yogyakarta",
      "subjects": [
        "000.000.000A",
        "000.000.004"
      ],
      "creators": [
        {
          "name": {
            "given": "Arvi Rizqi",
            "lineage": null,
            "family": "Fadhila",
            "honourific": null
          },
          "nim": "22.11.4693"
        }
      ],
      "rev_number": 16,
      "date": "2026-01-27",
      "department": "Fakultas Ilmu Komputer",
      "ispublished": "pub",
      "status_changed": "2026-07-21 02:53:27",
      "type": "thesis",
      "date_type": "published",
      "thesis_type": "bachelor",
      "full_text_status": "restricted",
      "uri": "http:\/\/eprints.amikom.ac.id\/id\/eprint\/32264",
      "keywords": "Autism Spectrum Disorder, MobileViTv2, Deep learning, Lightweight\r\nmodel, Preprocessing, AUC, Test-Time Augmentation."
    }