add beta version

data.py

@@ -0,0 +1,565 @@
+def Getdetail():
+    kanji_data = {
+    '一': {
+        'Meaning': 'one',
+        'Onyoumi': 'いち (ichi)',
+        'Kunyoumi': 'ひと(つ) (hito(tsu))',
+        'Strokes': 1,
+        'Reference': 'https://jisho.org/search/%E4%B8%80%20%23kanji'
+    },
+    '七': {
+        'Meaning': 'seven',
+        'Onyoumi': 'しち (shichi)',
+        'Kunyoumi': 'なな(つ) (nana(tsu))',
+        'Strokes': 2,
+        'Reference': 'https://jisho.org/search/%E4%B8%83%20%23kanji'
+    },
+    '万': {
+        'Meaning': 'ten thousand',
+        'Onyoumi': 'まん (man)',
+        'Kunyoumi': 'よろず(yorozu)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E4%B8%87%20%23kanji'
+    },
+    '三': {
+        'Meaning': 'three',
+        'Onyoumi': 'さん (san)',
+        'Kunyoumi': 'み(つ) (mitsu)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E4%B8%89%20%23kanji'
+    },
+    '上': {
+        'Meaning': 'above',
+        'Onyoumi': 'じょう (jou)',
+        'Kunyoumi': 'うえ (ue)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E4%B8%8A%20%23kanji'
+    },
+    '下': {
+        'Meaning': 'below',
+        'Onyoumi': 'か (ka)',
+        'Kunyoumi': 'した (shita)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E4%B8%8B%20%23kanji'
+    },
+    '中': {
+        'Meaning': 'middle',
+        'Onyoumi': 'ちゅう (chuu)',
+        'Kunyoumi': 'なか (naka)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E4%B8%AD%20%23kanji'
+    },
+    '九': {
+        'Meaning': 'nine',
+        'Onyoumi': 'きゅう (kyuu)',
+        'Kunyoumi': 'ここの(つ) (kokonotsu)',
+        'Strokes': 2,
+        'Reference': 'https://jisho.org/search/%E4%B9%9D%20%23kanji'
+    },
+    '二': {
+        'Meaning': 'two',
+        'Onyoumi': 'に (ni)',
+        'Kunyoumi': 'ふた(つ) (futa(tsu))',
+        'Strokes': 2,
+        'Reference': 'https://jisho.org/search/%E4%BA%8C%20%23kanji'
+    },
+    '五': {
+        'Meaning': 'five',
+        'Onyoumi': 'ご (go)',
+        'Kunyoumi': 'いつ(つ) (itsu(tsu))',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E4%BA%94%20%23kanji'
+    },
+    '人': {
+        'Meaning': 'person',
+        'Onyoumi': 'じん (jin)',
+        'Kunyoumi': 'ひと (hito)',
+        'Strokes': 2,
+        'Reference': 'https://jisho.org/search/%E4%BA%BA%20%23kanji'
+    },
+    '今': {
+        'Meaning': 'now',
+        'Onyoumi': 'こん (kon)',
+        'Kunyoumi': 'いま (ima)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E4%BB%8A%20%23kanji'
+    },
+    '休': {
+        'Meaning': 'rest',
+        'Onyoumi': 'きゅう (kyuu)',
+        'Kunyoumi': 'やす(む) (yasu(mu))',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E4%BC%91%20%23kanji'
+    },
+    '何': {
+        'Meaning': 'what',
+        'Onyoumi': 'か (ka)',
+        'Kunyoumi': 'なに (nani)',
+        'Strokes': 7,
+        'Reference': 'https://jisho.org/search/%E4%BD%95%20%23kanji'
+    },
+    '先': {
+        'Meaning': 'previous',
+        'Onyoumi': 'せん (sen)',
+        'Kunyoumi': 'さき (saki)',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E5%85%88%20%23kanji'
+    },
+    '入': {
+        'Meaning': 'enter',
+        'Onyoumi': 'にゅう (nyuu)',
+        'Kunyoumi': 'はい(る) (hairu)',
+        'Strokes': 2,
+        'Reference': 'https://jisho.org/search/%E5%85%A5%20%23kanji'
+    },
+    '八': {
+        'Meaning': 'eight',
+        'Onyoumi': 'はち (hachi)',
+        'Kunyoumi': 'や(つ) (ya(tsu))',
+        'Strokes': 2,
+        'Reference': 'https://jisho.org/search/%E5%85%AB%20%23kanji'
+    },
+    '六': {
+        'Meaning': 'six',
+        'Onyoumi': 'ろく (roku)',
+        'Kunyoumi': 'む(つ) (mu(tsu))',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E5%85%AD%20%23kanji'
+    },
+    '円': {
+        'Meaning': 'circle',
+        'Onyoumi': 'えん (en)',
+        'Kunyoumi': 'まる(い) (marui)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E5%86%86%20%23kanji'
+    },
+    '出': {
+        'Meaning': 'exit',
+        'Onyoumi': 'しゅつ (shutsu)',
+        'Kunyoumi': 'で(る) (deru)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E5%87%BA%20%23kanji'
+    },
+    '分': {
+        'Meaning': 'minute',
+        'Onyoumi': 'ぶん (bun)',
+        'Kunyoumi': 'わ(ける) (wakeru)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E5%88%86%20%23kanji'
+    },
+    '前': {
+        'Meaning': 'front',
+        'Onyoumi': 'ぜん (zen)',
+        'Kunyoumi': 'まえ (mae)',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E5%89%8D%20%23kanji'
+    },
+    '北': {
+        'Meaning': 'north',
+        'Onyoumi': 'ほく (hoku)',
+        'Kunyoumi': 'きた (kita)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E5%8C%97%20%23kanji'
+    },
+    '十': {
+        'Meaning': 'ten',
+        'Onyoumi': 'じゅう (juu)',
+        'Kunyoumi': 'とお (too)',
+        'Strokes': 2,
+        'Reference': 'https://jisho.org/search/%E5%8D%81%20%23kanji'
+    },
+    '千': {
+        'Meaning': 'thousand',
+        'Onyoumi': 'せん (sen)',
+        'Kunyoumi': 'ち (chi)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E5%8D%83%20%23kanji'
+    },
+    '午': {
+        'Meaning': 'noon',
+        'Onyoumi': 'ご (go)',
+        'Kunyoumi': 'うま (uma)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E5%8D%88%20%23kanji'
+    },
+    '半': {
+        'Meaning': 'half',
+        'Onyoumi': 'はん (han)',
+        'Kunyoumi': 'なか(ば) (nakaba)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E5%8D%8A%20%23kanji'
+    },
+    '南': {
+        'Meaning': 'south',
+        'Onyoumi': 'なん (nan)',
+        'Kunyoumi': 'みなみ (minami)',
+        'Strokes': 9,
+        'Reference': 'https://jisho.org/search/%E5%8D%97%20%23kanji'
+    },
+    '友': {
+        'Meaning': 'friend',
+        'Onyoumi': 'ゆう (yuu)',
+        'Kunyoumi': 'とも (tomo)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E5%8F%8B%20%23kanji'
+    },
+    '右': {
+        'Meaning': 'right',
+        'Onyoumi': 'う (u)',
+        'Kunyoumi': 'みぎ (migi)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E5%8F%B3%20%23kanji'
+    },
+    '名': {
+        'Meaning': 'name',
+        'Onyoumi': 'めい (mei)',
+        'Kunyoumi': 'な (na)',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E5%90%8D%20%23kanji'
+    },
+    '四': {
+        'Meaning': 'four',
+        'Onyoumi': 'し (shi)',
+        'Kunyoumi': 'よん (yon)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E5%9B%9B%20%23kanji'
+    },
+    '国': {
+        'Meaning': 'country',
+        'Onyoumi': 'こく (koku)',
+        'Kunyoumi': 'くに (kuni)',
+        'Strokes': 8,
+        'Reference': 'https://jisho.org/search/%E5%9B%BD%20%23kanji'
+    },
+    '土': {
+        'Meaning': 'ground',
+        'Onyoumi': 'ど (do)',
+        'Kunyoumi': 'つち (tsuchi)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E5%9C%9F%20%23kanji'
+    },
+    '外': {
+        'Meaning': 'outside',
+        'Onyoumi': 'がい (gai)',
+        'Kunyoumi': 'そと (soto)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E5%A4%96%20%23kanji'
+    },
+    '大': {
+        'Meaning': 'big',
+        'Onyoumi': 'だい (dai)',
+        'Kunyoumi': 'おお(きい) (ookii)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E5%A4%A7%20%23kanji'
+    },
+    '天': {
+        'Meaning': 'heaven',
+        'Onyoumi': 'てん (ten)',
+        'Kunyoumi': 'あま (ama)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E5%A4%A9%20%23kanji'
+    },
+    '女': {
+        'Meaning': 'woman',
+        'Onyoumi': 'じょ (jo)',
+        'Kunyoumi': 'おんな (onna)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E5%A5%B3%20%23kanji'
+    },
+    '子': {
+        'Meaning': 'child',
+        'Onyoumi': 'し (shi)',
+        'Kunyoumi': 'こ (ko)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E5%AD%90%20%23kanji'
+    },
+    '学': {
+        'Meaning': 'study',
+        'Onyoumi': 'がく (gaku)',
+        'Kunyoumi': 'まな(ぶ) (manabu)',
+        'Strokes': 8,
+        'Reference': 'https://jisho.org/search/%E5%AD%A6%20%23kanji'
+    },
+    '小': {
+        'Meaning': 'small',
+        'Onyoumi': 'しょう (shou)',
+        'Kunyoumi': 'ちい(さい) (chiisai)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E5%B0%8F%20%23kanji'
+    },
+    '山': {
+        'Meaning': 'mountain',
+        'Onyoumi': 'さん (san)',
+        'Kunyoumi': 'やま (yama)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E5%B1%B1%20%23kanji'
+    },
+    '川': {
+        'Meaning': 'river',
+        'Onyoumi': 'せん (sen)',
+        'Kunyoumi': 'かわ (kawa)',
+        'Strokes': 3,
+        'Reference': 'https://jisho.org/search/%E5%B7%9D%20%23kanji'
+    },
+    '左': {
+        'Meaning': 'left',
+        'Onyoumi': 'さ (sa)',
+        'Kunyoumi': 'ひだり (hidari)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E5%B7%A6%20%23kanji'
+    },
+    '年': {
+        'Meaning': 'year',
+        'Onyoumi': 'ねん (nen)',
+        'Kunyoumi': 'とし (toshi)',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E5%B9%B4%20%23kanji'
+    },
+    '後': {
+        'Meaning': 'after',
+        'Onyoumi': 'ご (go)',
+        'Kunyoumi': 'あと (ato)',
+        'Strokes': 9,
+        'Reference': 'https://jisho.org/search/%E5%BE%8C%20%23kanji'
+    },
+    '日': {
+        'Meaning': 'day',
+        'Onyoumi': 'にち (nichi)',
+        'Kunyoumi': 'ひ (hi)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E6%97%A5%20%23kanji'
+    },
+    '時': {
+        'Meaning': 'time',
+        'Onyoumi': 'じ (ji)',
+        'Kunyoumi': 'とき (toki)',
+        'Strokes': 10,
+        'Reference': 'https://jisho.org/search/%E6%99%82%20%23kanji'
+    },
+    '書': {
+        'Meaning': 'write',
+        'Onyoumi': 'しょ (sho)',
+        'Kunyoumi': 'か(く) (kaku)',
+        'Strokes': 10,
+        'Reference': 'https://jisho.org/search/%E6%9B%B8%20%23kanji'
+    },
+    '月': {
+        'Meaning': 'moon',
+        'Onyoumi': 'げつ (getsu)',
+        'Kunyoumi': 'つき (tsuki)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E6%9C%88%20%23kanji'
+    },
+    '木': {
+        'Meaning': 'tree',
+        'Onyoumi': 'もく (moku)',
+        'Kunyoumi': 'き (ki)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E6%9C%A8%20%23kanji'
+    },
+    '本': {
+        'Meaning': 'book',
+        'Onyoumi': 'ほん (hon)',
+        'Kunyoumi': 'もと (moto)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E6%9C%AC%20%23kanji'
+    },
+    '来': {
+        'Meaning': 'come',
+        'Onyoumi': 'らい (rai)',
+        'Kunyoumi': 'く(る) (kuru)',
+        'Strokes': 7,
+        'Reference': 'https://jisho.org/search/%E6%9D%A5%20%23kanji'
+    },
+    '東': {
+        'Meaning': 'east',
+        'Onyoumi': 'とう (tou)',
+        'Kunyoumi': 'ひがし (higashi)',
+        'Strokes': 8,
+        'Reference': 'https://jisho.org/search/%E6%9D%B1%20%23kanji'
+    },
+    '校': {
+        'Meaning': 'school',
+        'Onyoumi': 'こう (kou)',
+        'Kunyoumi': 'やしろ (yashiro)',
+        'Strokes': 10,
+        'Reference': 'https://jisho.org/search/%E6%A0%A1%20%23kanji'
+    },
+    '母': {
+        'Meaning': 'mother',
+        'Onyoumi': 'ぼ (bo)',
+        'Kunyoumi': 'はは (haha)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E6%AF%8D%20%23kanji'
+    },
+    '毎': {
+        'Meaning': 'every',
+        'Onyoumi': 'まい (mai)',
+        'Kunyoumi': 'ごと (goto)',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E6%AF%8E%20%23kanji'
+    },
+    '気': {
+        'Meaning': 'spirit',
+        'Onyoumi': 'き (ki)',
+        'Kunyoumi': 'いき (iki)',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E6%B0%97%20%23kanji'
+    },
+    '水': {
+        'Meaning': 'water',
+        'Onyoumi': 'すい (sui)',
+        'Kunyoumi': 'みず (mizu)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E6%B0%B4%20%23kanji'
+    },
+    '火': {
+        'Meaning': 'fire',
+        'Onyoumi': 'か (ka)',
+        'Kunyoumi': 'ひ (hi)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E7%81%AB%20%23kanji'
+    },
+    '父': {
+        'Meaning': 'father',
+        'Onyoumi': 'ふ (fu)',
+        'Kunyoumi': 'ちち (chichi)',
+        'Strokes': 4,
+        'Reference': 'https://jisho.org/search/%E7%88%B6%20%23kanji'
+    },
+    '生': {
+        'Meaning': 'life',
+        'Onyoumi': 'せい (sei)',
+        'Kunyoumi': 'い(きる) (ikiru)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E7%94%9F%20%23kanji'
+    },
+    '男': {
+        'Meaning': 'man',
+        'Onyoumi': 'だん (dan)',
+        'Kunyoumi': 'おとこ (otoko)',
+        'Strokes': 7,
+        'Reference': 'https://jisho.org/search/%E7%94%B7%20%23kanji'
+    },
+    '白': {
+        'Meaning': 'white',
+        'Onyoumi': 'はく (haku)',
+        'Kunyoumi': 'しろ (shiro)',
+        'Strokes': 5,
+        'Reference': 'https://jisho.org/search/%E7%99%BD%20%23kanji'
+    },
+    '百': {
+        'Meaning': 'hundred',
+        'Onyoumi': 'ひゃく (hyaku)',
+        'Kunyoumi': 'もも (momo)',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E7%99%BE%20%23kanji'
+    },
+    '聞': {
+        'Meaning': 'hear',
+        'Onyoumi': 'ぶん (bun)',
+        'Kunyoumi': 'き(く) (kiku)',
+        'Strokes': 14,
+        'Reference': 'https://jisho.org/search/%E8%81%9E%20%23kanji'
+    },
+    '行': {
+        'Meaning': 'go',
+        'Onyoumi': 'こう (kou)',
+        'Kunyoumi': 'い(く) (iku)',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E8%A1%8C%20%23kanji'
+    },
+    '西': {
+        'Meaning': 'west',
+        'Onyoumi': 'せい (sei)',
+        'Kunyoumi': 'にし (nishi)',
+        'Strokes': 6,
+        'Reference': 'https://jisho.org/search/%E8%A5%BF%20%23kanji'
+    },
+    '見': {
+        'Meaning': 'see',
+        'Onyoumi': 'けん (ken)',
+        'Kunyoumi': 'み(る) (miru)',
+        'Strokes': 7,
+        'Reference': 'https://jisho.org/search/%E8%A6%8B%20%23kanji'
+    },
+    '話': {
+        'Meaning': 'talk',
+        'Onyoumi': 'わ (wa)',
+        'Kunyoumi': 'はな(す) (hanasu)',
+        'Strokes': 13,
+        'Reference': 'https://jisho.org/search/%E8%A9%B1%20%23kanji'
+    },
+    '語': {
+        'Meaning': 'word',
+        'Onyoumi': 'ご (go)',
+        'Kunyoumi': 'かた(る) (kataru)',
+        'Strokes': 14,
+        'Reference': 'https://jisho.org/search/%E8%AA%9E%20%23kanji'
+    },
+    '読': {
+        'Meaning': 'read',
+        'Onyoumi': 'どく (doku)',
+        'Kunyoumi': 'よ(む) (yomu)',
+        'Strokes': 14,
+        'Reference': 'https://jisho.org/search/%E8%AA%AD%20%23kanji'
+    },
+    '車': {
+        'Meaning': 'car',
+        'Onyoumi': 'しゃ (sha)',
+        'Kunyoumi': 'くるま (kuruma)',
+        'Strokes': 7,
+        'Reference': 'https://jisho.org/search/%E8%BB%8A%20%23kanji'
+    },
+    '金': {
+        'Meaning': 'gold',
+        'Onyoumi': 'きん (kin)',
+        'Kunyoumi': 'か(ね) (kane)',
+        'Strokes': 8,
+        'Reference': 'https://jisho.org/search/%E9%87%91%20%23kanji'
+    },
+    '長': {
+        'Meaning': 'long',
+        'Onyoumi': 'ちょう (chou)',
+        'Kunyoumi': 'なが(い) (nagai)',
+        'Strokes': 8,
+        'Reference': 'https://jisho.org/search/%E9%95%B7%20%23kanji'
+    },
+    '間': {
+        'Meaning': 'interval',
+        'Onyoumi': 'かん (kan)',
+        'Kunyoumi': 'あいだ (aida)',
+        'Strokes': 12,
+        'Reference': 'https://jisho.org/search/%E9%96%93%20%23kanji'
+    },
+    '雨': {
+        'Meaning': 'rain',
+        'Onyoumi': 'う (u)',
+        'Kunyoumi': 'あめ (ame)',
+        'Strokes': 8,
+        'Reference': 'https://jisho.org/search/%E9%9B%A8%20%23kanji'
+    },
+    '電': {
+        'Meaning': 'electricity',
+        'Onyoumi': 'でん (den)',
+        'Kunyoumi': '',
+        'Strokes': 13,
+        'Reference': 'https://jisho.org/search/%E9%9B%BB%20%23kanji'
+    },
+    '食': {
+        'Meaning': 'eat',
+        'Onyoumi': 'しょく (shoku)',
+        'Kunyoumi': 'た(べる) (taberu)',
+        'Strokes': 9,
+        'Reference': 'https://jisho.org/search/%E9%A3%9F%20%23kanji'
+    },
+    '高': {
+        'Meaning': 'tall',
+        'Onyoumi': 'こう (kou)',
+        'Kunyoumi': 'たか(い) (takai)',
+        'Strokes': 10,
+        'Reference': 'https://jisho.org/search/%E9%AB%98%20%23kanji'
+    }
+
+    }
+    return kanji_data

nihonGO_deploy.py

@@ -0,0 +1,176 @@
+import pandas as pd
+from PIL import Image
+import streamlit as st
+from streamlit_drawable_canvas import st_canvas
+import numpy as np
+from keras.models import load_model
+from keras.preprocessing import image
+import keras.utils as image
+import cv2
+from data import Getdetail
+
+st.title('JLPTN5 handwriting Kanji recognition.')
+
+labels = ['一', '七', '万', '三', '上', '下', '中', '九', '二', '五', '人', '今', '休', '何', '先', '入', '八', '六', '円', '出', '分', '前', '北', '十', '千', '午', '半', '南', '友', '右', '名', '四', '国', '土', '外', '大', '天', '女', '子', '学', '小', '山', '川', '左', '年', '後', '日', '時', '書', '月', '木', '本', '来', '東', '校', '母', '毎', '気', '水', '火', '父', '生', '男', '白', '百', '聞', '行', '西', '見', '話', '語', '読', '車', '金', '長', '間', '雨', '電', '食', '高']
+
+model = load_model("./vgg16_unfreeze1.h5")
+
+st.sidebar.title("NihonGO !")
+st.sidebar.caption("Handwriting kanji recognition system.")
+options = ("Sketchpad input", "Image input", "about JLPTN5", "about NihonGO !")
+choice = st.sidebar.selectbox("Select input options",options)
+st.sidebar.caption("Dev by : Tanaanan Chalermpan")
+st.sidebar.caption("Computer Science Kasetsart U. Thailand")
+
+
+
+def predict_img_sketch(img_path):
+        st.write("Predicted result.")
+        if img_path is not None: 
+            img = Image.fromarray(img_path) # use pillow to load a image
+            img = img.convert('L')
+            img = np.array(img) # convert img to an array
+            ret, thresh1 = cv2.threshold(img, 110, 255, cv2.THRESH_BINARY)  # Apply binary threshold
+            thresh1 = cv2.cvtColor(thresh1, cv2.COLOR_GRAY2RGB)  # Convert back to RGB
+            img_array = cv2.resize(thresh1, (120, 120))  # Resize the image
+            img_array = np.expand_dims(img_array, axis=0)
+            preds = model.predict(img_array)
+            return preds
+        
+def image_display(img_path):
+    st.write("Predicted image.")
+    if img_path is not None:
+        img = Image.open(img_path)
+        img = img.resize((120,120)).convert('L')
+        st.image(img, caption='Uploaded Image', use_column_width=True)
+
+def predict_img_input(img_path):
+        st.write("Predicted result.")
+        if img_path is not None: 
+            img = Image.open(img_path) # use pillow to load a image
+            img = img.convert('L')
+            img = np.array(img) # convert img to an array
+            ret, thresh1 = cv2.threshold(img, 110, 255, cv2.THRESH_BINARY)  # Apply binary threshold
+            thresh1 = cv2.cvtColor(thresh1, cv2.COLOR_GRAY2RGB)  # Convert back to RGB
+            img_array = cv2.resize(thresh1, (120, 120))  # Resize the image
+            img_array = np.expand_dims(img_array, axis=0)
+            preds = model.predict(img_array)
+            return preds
+
+if choice == "Sketchpad input":
+        
+
+    col1,col2 = st.columns(2)
+    with col2:
+        stroke_width = st.slider("Stroke width: ", 8, 25, 8)
+
+    with col1:
+        # ref : https://github.com/andfanilo/streamlit-drawable-canvas
+        canvas_result = st_canvas(
+        fill_color="rgba(255, 165, 0, 0.3)",  # Fixed fill color with some opacity
+        stroke_width=stroke_width,
+        stroke_color="#000000", # stroke to black
+        background_color="#FFFFFF", # background to write
+        background_image= None,
+        update_streamlit=False,
+        height=300,
+        width=300,
+        drawing_mode="freedraw",
+        point_display_radius=0,
+        key="canvas",
+    )
+        # Do something interesting with the image data and paths
+        if canvas_result.image_data is not None:
+            st.image(canvas_result.image_data, caption='display_show')
+
+    with col2:
+        # check if sketchinput is empty from len json_data
+        is_empty = 0
+        if canvas_result.image_data is not None: # beware of slow loading
+            is_empty = canvas_result.json_data["objects"] # need to convert obj to str because PyArrow
+        
+        if is_empty:
+            # display prediction
+            pred_raw = predict_img_sketch(canvas_result.image_data)
+            if pred_raw is not None:    
+                pred_class, accuracy = labels[np.argmax(pred_raw)], np.max(pred_raw)*100
+                st.write(f"Class : {labels[np.argmax(pred_raw)]}")
+                st.write(f"with accuracy : {accuracy:.2f} %")
+
+                st.divider()
+                strokes = Getdetail()[pred_class]['Strokes']
+                meaning = Getdetail()[pred_class]['Meaning']
+                onyoumi = Getdetail()[pred_class]['Onyoumi']
+                kunyomi = Getdetail()[pred_class]['Kunyoumi']
+                link_ref = Getdetail()[pred_class]['Reference']
+
+                st.write(f"Strokes : {strokes}")
+                st.write(f"Meaning : {meaning.capitalize()}")
+                st.write(f"Onyoumi : {onyoumi}")
+                st.write(f"Kunyoumi : {kunyomi}")
+                st.write(f"for more detail : [Shirabe jisho]({link_ref})")
+
+elif choice == "Image input":
+    upload_img = st.file_uploader("Choose a kanji image", type=['.jpg', '.png', '.jpeg'])
+    col1,col2 = st.columns(2)
+
+    with col1:
+        image_display(upload_img)
+
+    with col2:
+        # display prediction
+        pred_raw = predict_img_input(upload_img)
+        if pred_raw is not None:    
+            pred_class, accuracy = labels[np.argmax(pred_raw)], np.max(pred_raw)*100
+            st.write(f"Class : {labels[np.argmax(pred_raw)]}")
+            st.write(f"with accuracy : {accuracy:.2f} %")
+
+            st.write('---------------------------------------')
+            strokes = Getdetail()[pred_class]['Strokes']
+            meaning = Getdetail()[pred_class]['Meaning']
+            onyoumi = Getdetail()[pred_class]['Onyoumi']
+            kunyomi = Getdetail()[pred_class]['Kunyoumi']
+            link_ref = Getdetail()[pred_class]['Reference']
+
+            st.write(f"Strokes : {strokes}")
+            st.write(f"Meaning : {meaning.capitalize()}")
+            st.write(f"Onyoumi : {onyoumi}")
+            st.write(f"Kunyoumi : {kunyomi}")
+            st.write(f"for more detail : [Shirabe jisho]({link_ref})")
+
+elif choice == "about JLPTN5":
+    df = pd.read_csv('./passjapanesetest.com_N5_Kanji.csv', encoding='cp932')
+    st.subheader("JLPT คืออะไร")
+    detail_1 = '''ย่อมาจาก Japanese Language Proficiency Test  การสอบวัดระดับภาษาญี่ปุ่น คือ การสอบที่จัดขึ้นเพื่อวัดความสามารถทางภาษาญี่ปุ่น ของชาวต่างชาติผู้เรียนภาษาญี่ปุ่น
+    
+การสอบวัดระดับภาษาญี่ปุ่นครั้งแรก จัดขึ้นในปี ค.ศ. 1984  มีผู้สมัครสอบ 7,998 คน และมีผู้สมัครสอบเพิ่มขึ้นมากทุกปี   สถิติในปี ค.ศ. 2019 มีผู้สมัครสอบถึง 1,362,167 คนทั่วโลก'''
+    st.markdown(detail_1)
+    st.markdown('''- โดยระดับ N5 ถือเป็นระดับที่ง่ายที่สุดในการสอบ แต่พาร์ทที่หินที่สุดส่วนหนึ่งก็คือ พาร์ท คันจิ N5 ***ผู้พัฒนาจึงสร้างระบบที่วิเคราะห์ตัวอักษรคันจิได้จากลายมือเขียน 
+                เพื่อที่จะเป็นตัวช่วยหนึ่งในการให้ผู้ใช้งานได้ใช้ในการฝึกฝนได้***''')
+
+    st.caption("List of JLPTN5 Kanji")
+    st.write(df ,)
+
+    st.caption('ref : [jeducation](https://jeducation.com/main/education/jlpt/) , [passjapanesetest](http://www.passjapanesetest.com/jlpt-n5-kanji-list/)')
+
+elif choice == "about NihonGO !":
+    st.subheader("NihonGO ! คืออะไร")
+    detail_2 = """NihonGO ! : เป็นระบบที่ใช้ในการวิเคราะห์ตัวอักษรคันจิจากลายมือเขียนโดยอัติโนมัติ โดยใช้หลักการของ Deep learning (Convolutional Neural Network) ในการแยกแยะตัวอักษรคันจิ
+    เพื่อใช้เป็นตัวช่วยในการฝึกฝนการเขียนคันจิ และเป็นตัวช่วยในการฝึกฝนในการเตรียมสอบวัดระดับ JLPT"""
+    st.markdown(detail_2)
+    st.caption("Development.")
+    st.markdown("- JLPTN5 : ระบบสามารถแยกแยะคันจิจำนวน 80 ตัวพื้นฐานตามเนื้อหาคันจิจากการสอบวัดระดับ JLPTN5")
+    st.subheader("Feature")
+    st.markdown("""     1. บอกคันจิที่ระบบตรวจจับได้พร้อมกับค่าความเชื่อมั่น (accuracy score.)
+                
+    2. จำนวนเส้น stroke ที่ใช้ในการเขียนคันจิ
+                
+    3. เสียงอ่านแบบ Onyoumi กับ Kunyoumi พร้อมกับตัวอักษร Romanji
+                
+    4. Link เนื้อหาเพิ่มเติมโดยระเอียดกับ website Shirabe jisho""")
+    st.subheader("Guideline")
+    st.markdown(""" - เพื่อความแม่นยำของระบบ ตอนนำข้อมูลรูปภาพเข้า หรือเขียนในระบบแนะนำให้ผู้ใช้งานเขียนตัวคันจิให้อยู่ตรงกลาง และมีขนาดที่ใหญ่พอดีกับขนาดของกรอบ""")
+    st.caption("ref : [kanshudo](https://www.kanshudo.com/collections/jlpt_kanji)")
+
+    
+    

passjapanesetest.com_N5_Kanji.csv

@@ -0,0 +1,213 @@
+kanji,on-yomi,kun-yomi,meaning,examples
+��,�C�`,�ЂƁ`�A�ЂƁE��,one; one radical (no.1),"���[�ЂƂ�] one (general counter)
+��l[�ЂƂ�] one person
+���[�����΂�] first | best; most"
+��,�V�`,�ȂȁA�ȂȁE�A�Ȃ�,seven,"����[�ȂȂ�] seven (general counter)
+����[�Ȃ̂�] the seventh day of the month"
+��,�}��,,"10,000; ten thousand","�\��[���イ�܂�] 100,000"
+�O,�T��,�݂��E�A�݁E��,three,"�O��[�݂���] three (general counter)
+�O��[�݂���] the third day of the month"
+��,�V���E�A�W���E,���E����A���E����A�����A����`,above; up,"��[��]���� to raise; to elevate | to increase (price, quality, status, etc.)
+���[���傤��] skillful; proficient; good (at)
+�㒅[���킬] coat; tunic; jacket; outer garment"
+��,�J�A�Q,���E����A���E����A�����A�����E����,below; descend;; inferior; low,"�n���S[������] subway
+�L��[�낤��] corridor; hallway
+�C��[���‚���] socks"
+��,�`���E,�����A�Ȃ�,center; in; inside; middle,����[���イ����] China
+��,�L���E�A�N,�����́A�����́E��,nine,"���[�����̂�] nine (general counter)
+���[�����̂�] the ninth day of the month"
+��,�j,�ӂ��E��,two; two radical (no. 7),"���[�ӂ���] two (general counter)
+��l[�ӂ���] two people; pair; couple
+���[�ӂ‚�] second day of the month"
+��,�S,���A���E��,five,"�܂�[���‚�] five (general counter)
+�ܓ�[���‚�] the fifth day of the month"
+�l,�W���A�j��,�`�ƁA�`��A�Ђ�,person,"��l[�ЂƂ�] one person
+��l[�ӂ���] two people; pair; couple
+�O���l[������������] foreigner; foreign citizen
+����l[���ザ��] (hon) your husband"
+��,�R��,����,now,"���N[���Ƃ�] this year
+����[����΂�] tonight
+����[���񂰂�] this month"
+�x,�L���E,�₷�E��,day off; rest; retire,"�x[�₷]�� rest | vacation; holiday
+�x[�₷]�� to take a day off | to rest; to have a break
+�ċx[�Ȃ‚₷]�� summer vacation"
+��,�J�C,���E��,association; join; meet; meeting,"��[��]�� to meet
+���[��������] company"
+��,�J,�ȂɁA�Ȃ�,what,��[�Ȃ�]�̗���[��傤��] What kind of food
+��,�Z��,����,ahead; before; future; previous,"�挎[���񂰂�] last month
+�搶[���񂹂�] teacher; doctor
+��T[���񂵂イ] last week"
+��,�j���E,���E��A���E���A�͂��E��,enter; insert,"��[��]��� to put in; to insert
+��[�͂�]�� to enter; to go into | to join; to enroll
+����[���肮��] entrance; entry"
+��,�n�`,��A����E�A��E�A�悤,eight; eight radical (no. 12),"����[�����] eight (general counter)
+����[�悤��] the eighth day of the month
+���S��[�₨��] greengrocer"
+�Z,���N,�ށA�ނ��A�ނ��E�A�ށE��,six,"�Z��[�ނ���] six (general counter)
+�Z��[�ނ���] sixth day of the month"
+�~,�G��,�܂�E��,circle; round; yen,�\�~[���イ����] 10 yen
+�o,�V���c,���E���A�ŁE��,come out; exit; go out; leave; protrude; put out,"�o[��]�� to take out; to get out | to submit (e.g. thesis) | to send (e.g. letter)
+�o[��]������ to go out (ex. on an outing); to set out
+�o[��]�� to leave; to exit; to go out;
+�o��[�ł���] exit
+�o��[�ł�]�� to be able to do"
+��,�t���A�u��,��E����A��E�����A��E����,degree; know; understand; minute of time; part,"��[��]���� to understand; to comprehend
+����[�͂�Ԃ�] half
+����[���Ԃ�] perhaps; probably
+����[���Ԃ�] myself; oneself
+�`��[�Ԃ�] minutes (unit of time) | counter for minutes"
+�O,�[��,�܂�,before; in front,"�ߑO[������] morning; a.m.
+���O[�Ȃ܂�] name | given name; first name"
+�k,�z�N,����,north,�k[����] north
+�\,�W���E�A�W���b,�Ƃ�,ten,"�\��[�������] 10 small objects
+�\��[�Ƃ���] the tenth day of the month"
+��,�Z��,,thousand,��[����] thousand
+��,�S,,11AM-1PM; noon; seventh sign of Chinese zodiac; sign of the horse,"�ߑO[������] morning; a.m.
+�ߌ�[����] afternoon; p.m."
+��,�n��,�Ȃ��E��,half; middle; odd number; part-; semi-,����[�͂�Ԃ�] half
+��,�i��,�݂Ȃ�,south,��[�݂Ȃ�] south
+�F,���E,�Ƃ�,friend,�F�B[�Ƃ�����] friend; companion
+��,�N�A�R�E,����,mouth,"����[���肮��] entrance; entry
+�o��[�ł���] exit"
+��,�R,�ӂ�E��,old,��[�ӂ�]�� old (not person); aged; stale
+�E,�E�A���E,�݂�,right,�E[�݂�] right
+��,�~���E�A���C,��,distinguished; name,"���O[�Ȃ܂�] name | given name; first name
+������[�Ђ炪��] hiragana
+�L��[�䂤�߂�] famous"
+�l,�V,���A����E�A��E��,four,"�l��[�����] four (general counter)
+�l��[�����] fourth day of the month"
+��,�R�N,����,country,"�O��[��������] foreign country
+�O���l[������������] foreigner; foreign citizen"
+�y,�g�A�h,�‚�,earth; ground; soil,�y�j��[�ǂ悤��] Saturday
+�O,�K�C,���ƁA�͂��E���A�͂��E���A�ق�,outside,"�O��[��������] foreign country
+�O���l[������������] foreigner; foreign citizen"
+��,�^,�����E��,frequent; many; much,����[���Ԃ�] perhaps; probably
+��,�^�C�A�_�C,�����E����,big; large,"���v[�������傤��] safe; all right; alright; OK
+��g��[����������] embassy
+���[��������] important; necessary
+�吨[��������] many people
+��w[��������] university; college"
+�V,�e��,����,heavens; imperial; sky,�V�C[��] weather
+��,�W��,�����,female; woman,��[�����]�̎q[��] girl; young woman
+�q,�V�A�X,��, child,"��[�����]�̎q[��] girl; young woman
+�q��[���ǂ�] child; children
+�X�q[�ڂ���] hat
+�j[���Ƃ�]�̎q[��] boy"
+�w,�K�N,�܂ȁE��,learning; science; study,"��w[��������] university; college
+�w�Z[��������] school
+���w��[��イ��������] exchange student"
+��,�A��,�₷�E��,cheap; contented; low; peaceful; quiet; relax; rested,��[�₷]�� cheap; inexpensive
+��,�V���E,�����E����,little; small,"��[����]���� small; little; tiny
+��[����]���� small; little; tiny"
+��,�V���E,�����E�Ȃ��A�����E��,few; little,"��[����]�Ȃ� few; a little
+��[����]�� small quantity; little; few"
+�R,�T��,���,mountain,��R[��������] a lot; many; a large number **Not always written in kanji
+��,�Z��,����,river,��[����] river
+��,�T�A�V��,�Ђ���,left,��[�Ђ���] left
+�N,�l��,�Ƃ�,year,"���N[���Ƃ�] this year
+�ė��N[���炢�˂�] year after next
+���N[�܂��Ƃ�] every year; annually
+�`�N[�˂�] year (unit of time) | counter for years"
+�X,�e��,�݂�,shop; store,�i���X[�������Ă�] coffee shop; cafe
+��,�R�E�A�S,���ƁA�����E��,back; behind; later,"�ߌ�[����] afternoon; p.m.
+��[����]�� back; behind; rear"
+��,�V���A�Y,�āA��,hand,"���[���傤��] skillful; proficient; good (at)
+����[�ւ�] unskillful; poor; awkward
+�؎�[������] stamp (postage)
+�莆[�Ă���] letter
+�����[����]�� toilet; restroom"
+�V,�V��,������E�����A����E��,new,"�V[������]���� new
+�V��[����Ԃ�] newspaper"
+��,�W�c�A�j�`,���A�сA��,counter for days; day; Japan; sun,"����[�Ȃ̂�] the seventh day of the month
+�y�j��[�ǂ悤��] Saturday
+���j��[�ɂ��悤��] Sunday"
+��,�W,�ǂ��A�Ƃ�,hour; time,"���X[�Ƃ��ǂ�] sometimes
+�`����[������] period of hours"
+��,�V��,���E��,write,"�}����[�Ƃ��傩��] library
+�t��[�͂���] postcard
+����[������] dictionary"
+��,�K�c�A�Q�c,�‚�,month; moon,"�ꌎ[��������] January
+����[���񂰂�] this month
+�挎[���񂰂�] last month
+���j��[���‚悤��] Monday
+����[�܂��‚�] every month"
+��,�{�N�A���N,��,tree; wood,�ؗj��[�����悤��] Thursday
+�{,�z��,����,book; counter for long cylindrical things; origin; real; true,"�{��[�ق�Ƃ�] truth; reality; actuality
+�{�I[�ق񂾂�] bookshelvese
+�`�{[�ق�] counter for cylidrical objects"
+��,���C,���E��,become; cause; come; due; next,"��[��]�� to come; to approach
+����[�炢����] next month
+���T[�炢���イ] next week"
+��,�g�E,�Ђ���,east,��[�Ђ���] east
+�Z,�R�E,,correction; exam; printing; proof; school,�w�Z[��������] school
+��,�{,�͂�,mother,����[����]���� mother
+��,�}�C,,every,"���N[�܂��Ƃ�] every year; annually
+����[�܂��ɂ�] every day
+����[�܂��΂�] every night"
+�C,�L�A�P,,air; atmosphere; mind; mood; spirit,"���C[����] healthy; well; lively
+�V�C[��] weather
+�a�C[�т傤��] illness; disease"
+��,�X�C,�݂�,water,���j��[�����悤��] Wednesday
+��,�J,�ЁA��,fire,�Ηj��[���悤��] Tuesday
+��,�t,����,father,����[�Ƃ�]���� father
+��,�V���E�A�Z�C,���܁E���A���E�ށA���E�����A���E����A���E����A�Ȃ�,birth; genuine; life,"�搶[���񂹂�] teacher; doctor
+��[��]�܂�� to be born
+���k[������] student
+���w��[��イ��������] exchange student
+�a��[���񂶂傤]��[��] birthday"
+�j,�_��,���Ƃ�,male,�j[���Ƃ�]�̎q[��] boy
+��,�n�N,����E��,white,"��[����]�� white
+�ʔ�[��������]�� interesting; fascinating"
+�S,�q���N�A�r���N,,hundred,�S[�ЂႭ] 100
+��,���N,��,eye; favor; insight; look,��[��] eye
+��,�V��,�₵��,association; company; firm,���[��������] company
+��,�N�E,����A���E���A���E����,empty; sky; vacant; vacuum; void,��[����] sky
+��,���c,���E�A���E�Ă�,stand up; erect; rise; set up,"��[��]�� to stand; to rise
+���h[�����] splendid; fine"
+��,�W,�݂�,ear,��[�݂�] ear
+��,�u��,���E��,ask; hear; listen,"��[��]�� to hear; to listen | to ask
+�V��[����Ԃ�] newspaper"
+��,�J,�͂�,flower,�ԕr[���т�] (flower) vase
+�s,�M���E�A�R�E,���E���A�����ȁE���A��E��,go; act; carry out; line; row,"�s[��]�� to go; to head (towards)
+���s[��傱��] trip
+��s[���񂱂�] bank
+��s�@[�Ђ�����] airplane"
+��,�T�C�A�Z�C,�ɂ�,west,��[�ɂ�] west
+��,�P��,�݁E��A�݁E����,look at; opinion; see; visible,"��[��]���� to show; to display
+��[��]�� to see; to look"
+��,�Q���A�S��,���E���A����,say; word,"��[��]�� to say; to utter
+���t[���Ƃ�] word; phrase"
+�b,��,�͂Ȃ��A�͂ȁE��,tale; talk,"�b[�͂�]�� to talk; to speak; to converse
+�d�b[�ł��] phone call | telephone (device)"
+��,�S,�����E��,language; speech; word,�p��[������] English
+��,�h�N,��E��,read,��[��]�� to read
+��,�o�C,���E��,buy,"��[��]�� to buy
+��[��]����[����] shopping; purchased goods"
+��,�\�N,�����A���E���A���E���,be sufficient; counter for pairs of footwear; foot; leg,��[����] leg
+��,�V��,�����,car,"������[���ǂ�����] automobile
+���]��[���Ă񂵂�] bicycle
+�d��[�ł񂵂�] train"
+�T,�V���E,,week,"���T[���񂵂イ] this week
+��T[���񂵂イ] last week
+���T[�炢���イ] next week
+���T[�܂����イ] every week
+�`�T��[���イ����] period of weeks"
+��,�g�E�A�h�E,�݂�,course; district; journey; moral; road-way; street; teachings,��[�݂�] road
+��,�L��,����,gold,"���j��[����悤��] Friday
+"
+��,�`���E,�Ȃ��E��,leader; long; senior; superior,��[�Ȃ�]�� long (distance or time)
+��,�J���A�P��,�������A��,interval; space,"����[������] time
+�`�T��[���イ����] period of weeks"
+�J,�E,����,rain,�J[����] rain
+�d,�f��,,electricity,"�d�C[�ł�]�X�g�[�u electric heater
+�d�b[�ł��] phone call | telephone (device)
+�d��[�ł񂵂�] train"
+�H,�V���N,���E�ׂ�A���E��,eat; food,"�H[��]�ׂ� to eat
+�H[��]�ו�[����] food
+�H��[���傭�ǂ�] cafeteria"
+��,�C��,�́E��,drink; smoke; take,"��[��]�� to drink; to swallow; to take (medicine)
+��[��]�ݕ�[����] drink; beverage"
+�w,�G�L,,station,�w[����] train
+��,�R�E,�����E���A�����E�܂�A�����E�߂�,expensive; high; tall,"��[����]�� high; tall | expensive
+���Z[��������] high school"
+��,�M��,������,fish,��[������] fish

requirements.txt

@@ -0,0 +1 @@
+vgg16_unfreeze1.h5

vgg16_unfreeze1.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0325f6225d9a8af12fd2358c7b29dbde12edf0ff170e08d1fa95e47e005019bf
+size 122884920