| |
| |
| |
| |
| |
|
|
| import numpy as np |
| import cv2 as cv |
|
|
| class CRNN: |
| def __init__(self, modelPath, backendId=0, targetId=0): |
| self._model_path = modelPath |
| self._backendId = backendId |
| self._targetId = targetId |
|
|
| self._model = cv.dnn.readNet(self._model_path) |
| self._model.setPreferableBackend(self._backendId) |
| self._model.setPreferableTarget(self._targetId) |
|
|
| |
| if '_EN_' in self._model_path: |
| self._charset = self._load_charset(self.CHARSET_EN_36) |
| elif '_CH_' in self._model_path: |
| self._charset = self._load_charset(self.CHARSET_CH_94) |
| elif '_CN_' in self._model_path: |
| self._charset = self._load_charset(self.CHARSET_CN_3944) |
| else: |
| print('Charset not supported! Exiting ...') |
| exit() |
|
|
| self._inputSize = [100, 32] |
| self._targetVertices = np.array([ |
| [0, self._inputSize[1] - 1], |
| [0, 0], |
| [self._inputSize[0] - 1, 0], |
| [self._inputSize[0] - 1, self._inputSize[1] - 1] |
| ], dtype=np.float32) |
|
|
| @property |
| def name(self): |
| return self.__class__.__name__ |
|
|
| def _load_charset(self, charset): |
| return ''.join(charset.splitlines()) |
|
|
| def setBackendAndTarget(self, backendId, targetId): |
| self._backendId = backendId |
| self._targetId = targetId |
| self._model.setPreferableBackend(self._backendId) |
| self._model.setPreferableTarget(self._targetId) |
|
|
| def _preprocess(self, image, rbbox): |
| |
| vertices = rbbox.reshape((4, 2)).astype(np.float32) |
|
|
| rotationMatrix = cv.getPerspectiveTransform(vertices, self._targetVertices) |
| cropped = cv.warpPerspective(image, rotationMatrix, self._inputSize) |
|
|
| |
| |
| if 'CN' in self._model_path or 'CH' in self._model_path: |
| pass |
| else: |
| cropped = cv.cvtColor(cropped, cv.COLOR_BGR2GRAY) |
|
|
| return cv.dnn.blobFromImage(cropped, size=self._inputSize, mean=127.5, scalefactor=1 / 127.5) |
|
|
| def infer(self, image, rbbox): |
| |
| inputBlob = self._preprocess(image, rbbox) |
|
|
| |
| self._model.setInput(inputBlob) |
| outputBlob = self._model.forward() |
|
|
| |
| results = self._postprocess(outputBlob) |
|
|
| return results |
|
|
| def _postprocess(self, outputBlob): |
| '''Decode charaters from outputBlob |
| ''' |
| text = '' |
| for i in range(outputBlob.shape[0]): |
| c = np.argmax(outputBlob[i][0]) |
| if c != 0: |
| text += self._charset[c - 1] |
| else: |
| text += '-' |
|
|
| |
| char_list = [] |
| for i in range(len(text)): |
| if text[i] != '-' and (not (i > 0 and text[i] == text[i - 1])): |
| char_list.append(text[i]) |
| return ''.join(char_list) |
|
|
| CHARSET_EN_36 = '''0 |
| 1 |
| 2 |
| 3 |
| 4 |
| 5 |
| 6 |
| 7 |
| 8 |
| 9 |
| a |
| b |
| c |
| d |
| e |
| f |
| g |
| h |
| i |
| j |
| k |
| l |
| m |
| n |
| o |
| p |
| q |
| r |
| s |
| t |
| u |
| v |
| w |
| x |
| y |
| z''' |
|
|
| CHARSET_CH_94 = ''' |
| 0 |
| 1 |
| 2 |
| 3 |
| 4 |
| 5 |
| 6 |
| 7 |
| 8 |
| 9 |
| a |
| b |
| c |
| d |
| e |
| f |
| g |
| h |
| i |
| j |
| k |
| l |
| m |
| n |
| o |
| p |
| q |
| r |
| s |
| t |
| u |
| v |
| w |
| x |
| y |
| z |
| A |
| B |
| C |
| D |
| E |
| F |
| G |
| H |
| I |
| J |
| K |
| L |
| M |
| N |
| O |
| P |
| Q |
| R |
| S |
| T |
| U |
| V |
| W |
| X |
| Y |
| Z |
| ! |
| " |
| # |
| $ |
| % |
| & |
| ' |
| ( |
| ) |
| * |
| + |
| , |
| - |
| . |
| / |
| : |
| ; |
| < |
| = |
| > |
| ? |
| @ |
| [ |
| \ |
| ] |
| ^ |
| _ |
| ` |
| { |
| | |
| } |
| ~''' |
|
|
| CHARSET_CN_3944 = ''' |
| H |
| O |
| K |
| I |
| T |
| E |
| A |
| 酱 |
| 鸭 |
| 传 |
| 奇 |
| J |
| N |
| G |
| Y |
| C |
| U |
| Q |
| 蝦 |
| 兵 |
| 蟹 |
| 煲 |
| 这 |
| 是 |
| 可 |
| 以 |
| 先 |
| 吃 |
| 后 |
| 涮 |
| 的 |
| 干 |
| 锅 |
| 菜 |
| 加 |
| 盟 |
| 电 |
| 话 |
| ： |
| 1 |
| 7 |
| 3 |
| 9 |
| 8 |
| 郑 |
| 州 |
| 总 |
| 店 |
| 雪 |
| 花 |
| 勇 |
| 闯 |
| 天 |
| 涯 |
| 虾 |
| ， |
| 一 |
| 送 |
| 鱼 |
| 锡 |
| 纸 |
| 蛤 |
| 土 |
| 豆 |
| 粉 |
| 砂 |
| 米 |
| 线 |
| 牛 |
| 筋 |
| 面 |
| 刀 |
| 削 |
| 水 |
| 饺 |
| 吧 |
| 沙 |
| 拉 |
| 老 |
| 饭 |
| 盒 |
| 教 |
| 室 |
| 主 |
| 题 |
| 餐 |
| 厅 |
| 仁 |
| 馄 |
| 饨 |
| 重 |
| 庆 |
| 小 |
| 便 |
| 当 |
| 全 |
| 国 |
| 连 |
| 锁 |
| 4 |
| 0 |
| - |
| 6 |
| 5 |
| 2 |
| 人 |
| 快 |
| 量 |
| 贩 |
| 蓬 |
| 朗 |
| 御 |
| 茶 |
| 川 |
| 渝 |
| 捞 |
| 火 |
| 古 |
| 之 |
| 匠 |
| 今 |
| 七 |
| 西 |
| 域 |
| 羊 |
| 城 |
| l |
| i |
| k |
| n |
| g |
| c |
| o |
| f |
| e |
| w |
| 贵 |
| 阳 |
| 素 |
| 有 |
| 家 |
| 会 |
| 展 |
| 口 |
| 乐 |
| 三 |
| 惹 |
| 烤 |
| 肉 |
| h |
| t |
| 子 |
| 馆 |
| 常 |
| 盖 |
| 浇 |
| 兴 |
| 业 |
| 路 |
| 书 |
| 亦 |
| 燒 |
| 仙 |
| 草 |
| L |
| : |
| 德 |
| 啤 |
| 工 |
| 坊 |
| 杏 |
| 屋 |
| 高 |
| 桥 |
| 号 |
| 品 |
| 麻 |
| 辣 |
| 烫 |
| 检 |
| 官 |
| . |
| 千 |
| 翼 |
| 木 |
| 兰 |
| 画 |
| 食 |
| 上 |
| 汤 |
| 剁 |
| 馅 |
| 手 |
| 煮 |
| 时 |
| 尚 |
| 健 |
| 康 |
| 傲 |
| 椒 |
| B |
| 啵 |
| 条 |
| 脾 |
| 气 |
| ！ |
| / |
| 月 |
| 腾 |
| 讯 |
| 应 |
| 用 |
| 喵 |
| 泡 |
| 我 |
| 鲜 |
| 滚 |
| 给 |
| 你 |
| 看 |
| 客 |
| 来 |
| 香 |
| 汉 |
| 湘 |
| 本 |
| 地 |
| 炒 |
| 系 |
| 列 |
| 订 |
| 仔 |
| 肘 |
| 蹄 |
| 梅 |
| 扣 |
| 黄 |
| 焖 |
| 排 |
| 骨 |
| 炖 |
| 鸡 |
| 韓 |
| 金 |
| 利 |
| 串 |
| 舊 |
| 街 |
| 梨 |
| 村 |
| 座 |
| 经 |
| 济 |
| 实 |
| 惠 |
| 绿 |
| 色 |
| 炭 |
| 庐 |
| 蛙 |
| 忆 |
| 蓉 |
| 源 |
| 真 |
| d |
| D |
| 概 |
| 念 |
| 创 |
| 意 |
| 六 |
| 熏 |
| 各 |
| 种 |
| 精 |
| 美 |
| y |
| 疯 |
| 狂 |
| 世 |
| 界 |
| 杯 |
| 特 |
| 价 |
| 酒 |
| 元 |
| 瓶 |
| 沸 |
| 带 |
| F |
| 请 |
| 二 |
| 楼 |
| 自 |
| 动 |
| 升 |
| 降 |
| 烏 |
| 邦 |
| 嗦 |
| 味 |
| 风 |
| 货 |
| 团 |
| 外 |
| 卖 |
| 嘞 |
| 个 |
| 折 |
| 辛 |
| 束 |
| 舌 |
| 尖 |
| 中 |
| 包 |
| 浆 |
| 腐 |
| r |
| P |
| a |
| u |
| 丸 |
| 作 |
| 福 |
| M |
| 漫 |
| 蜜 |
| 冰 |
| 拌 |
| 匆 |
| 那 |
| 年 |
| R |
| S |
| 果 |
| 光 |
| 夹 |
| 馍 |
| 凉 |
| 皮 |
| 过 |
| 祖 |
| 南 |
| 山 |
| 風 |
| 景 |
| 堂 |
| 烘 |
| 培 |
| 龍 |
| 坎 |
| 半 |
| 婆 |
| 建 |
| 设 |
| 富 |
| 强 |
| 丽 |
| 菏 |
| 泽 |
| 省 |
| 安 |
| 港 |
| 竹 |
| 签 |
| 撩 |
| 只 |
| 为 |
| 好 |
| 生 |
| 活 |
| 抓 |
| 海 |
| 最 |
| 网 |
| 红 |
| 铁 |
| 统 |
| ® |
| 功 |
| 夫 |
| 鱿 |
| 大 |
| 闻 |
| 就 |
| 知 |
| 遇 |
| 见 |
| 文 |
| 合 |
| 热 |
| 森 |
| 台 |
| 湾 |
| 卤 |
| 然 |
| 汁 |
| 甄 |
| 选 |
| 材 |
| 还 |
| 原 |
| 初 |
| 衷 |
| * |
| 洪 |
| 龙 |
| 公 |
| 酸 |
| 巴 |
| 乡 |
| 焦 |
| 烧 |
| 淘 |
| 成 |
| 都 |
| 眼 |
| 镜 |
| 优 |
| 菓 |
| 恋 |
| V |
| 化 |
| 糖 |
| 、 |
| 粥 |
| 田 |
| 螺 |
| 斓 |
| X |
| 爺 |
| W |
| j |
| 院 |
| 华 |
| Z |
| 蜊 |
| 北 |
| 京 |
| 刷 |
| 蝎 |
| 腿 |
| 梦 |
| 幻 |
| 奶 |
| 式 |
| 蛋 |
| 鍋 |
| 区 |
| · |
| 领 |
| 航 |
| 者 |
| 四 |
| 通 |
| 往 |
| 楚 |
| 河 |
| 停 |
| 车 |
| 场 |
| 凌 |
| 晨 |
| 点 |
| 杞 |
| 缘 |
| 王 |
| 集 |
| 唐 |
| 菠 |
| 萝 |
| 泰 |
| 板 |
| 鳳 |
| 凰 |
| 樓 |
| 名 |
| 壹 |
| 猪 |
| 晴 |
| 舍 |
| 犟 |
| 师 |
| 傅 |
| 飯 |
| 致 |
| 青 |
| 春 |
| 轰 |
| 炸 |
| 卡 |
| 里 |
| 身 |
| 厨 |
| 房 |
| x |
| 聚 |
| 鑫 |
| 阁 |
| 岛 |
| 纯 |
| 聘 |
| 专 |
| 长 |
| 庄 |
| 鄉 |
| 更 |
| 珍 |
| 固 |
| 新 |
| 岩 |
| v |
| s |
| m |
| 至 |
| 尊 |
| 比 |
| 萨 |
| 广 |
| 披 |
| 饮 |
| 管 |
| 理 |
| 限 |
| 司 |
| p |
| 幸 |
| 东 |
| 正 |
| 挞 |
| 少 |
| 女 |
| 克 |
| 装 |
| 童 |
| 哒 |
| 磨 |
| 厂 |
| 怼 |
| 纤 |
| 入 |
| 户 |
| 独 |
| 溜 |
| 共 |
| 享 |
| 滋 |
| 江 |
| 门 |
| 九 |
| 蒸 |
| 胜 |
| 盛 |
| & |
| 魔 |
| 爪 |
| 鹅 |
| 皇 |
| （ |
| ） |
| 友 |
| 甲 |
| 魚 |
| 首 |
| 烹 |
| 行 |
| 员 |
| 若 |
| 资 |
| 议 |
| 联 |
| 同 |
| 急 |
| 私 |
| 燕 |
| 儿 |
| 巢 |
| 鹏 |
| 记 |
| 腊 |
| 营 |
| 欢 |
| 迎 |
| 旗 |
| 舰 |
| 叫 |
| 了 |
| 做 |
| 故 |
| 铃 |
| 煎 |
| 饼 |
| 哥 |
| 力 |
| 五 |
| 谷 |
| 野 |
| 戈 |
| 厠 |
| 所 |
| 超 |
| 牌 |
| 冒 |
| 陳 |
| 陈 |
| 苕 |
| 爽 |
| 滑 |
| 启 |
| 秦 |
| 择 |
| 现 |
| 进 |
| 惊 |
| 喜 |
| 定 |
| 于 |
| 雅 |
| 膳 |
| 多 |
| 推 |
| 淇 |
| 淋 |
| b |
| 思 |
| 堡 |
| 偶 |
| 相 |
| 伴 |
| 呈 |
| 湯 |
| 绝 |
| 浏 |
| ' |
| 刘 |
| 态 |
| 牧 |
| 万 |
| 达 |
| 和 |
| 番 |
| 丼 |
| — |
| 机 |
| 瘦 |
| 绵 |
| 柔 |
| 厉 |
| 蚝 |
| 娘 |
| 彩 |
| 百 |
| 事 |
| 调 |
| 韩 |
| 爱 |
| 喝 |
| 玩 |
| 放 |
| 肆 |
| 寿 |
| 净 |
| 配 |
| 髓 |
| 非 |
| 道 |
| 额 |
| 吉 |
| 招 |
| 商 |
| 杂 |
| 粮 |
| 筐 |
| 运 |
| 转 |
| 服 |
| 务 |
| 缤 |
| 灿 |
| 腕 |
| 楠 |
| 彤 |
| 学 |
| 橋 |
| 试 |
| 浩 |
| 减 |
| 薪 |
| 诚 |
| 霸 |
| 第 |
| 间 |
| 日 |
| 极 |
| 料 |
| 開 |
| 業 |
| 霏 |
| 星 |
| 期 |
| 分 |
| 秒 |
| 内 |
| 咨 |
| 询 |
| 。 |
| 樐 |
| 头 |
| 开 |
| 氏 |
| 渔 |
| 约 |
| 劳 |
| 保 |
| 礼 |
| 宏 |
| 武 |
| 佘 |
| 轻 |
| 奢 |
| 艺 |
| 井 |
| 隆 |
| 鐵 |
| 卷 |
| 染 |
| 焙 |
| 钵 |
| 马 |
| 牟 |
| 洋 |
| 芋 |
| 片 |
| 流 |
| 宽 |
| 心 |
| 位 |
| 清 |
| 潼 |
| 关 |
| 祥 |
| 背 |
| 凡 |
| 哈 |
| 尔 |
| 滨 |
| 珠 |
| 派 |
| 艾 |
| 让 |
| 变 |
| 得 |
| 样 |
| 玖 |
| 等 |
| 综 |
| 性 |
| 涵 |
| 粗 |
| 冠 |
| 記 |
| 肠 |
| 湖 |
| 财 |
| 贡 |
| 桃 |
| 杭 |
| 平 |
| 桂 |
| 林 |
| 煨 |
| 档 |
| 案 |
| 造 |
| 潮 |
| 汕 |
| 宗 |
| 单 |
| 县 |
| 鲁 |
| 舜 |
| 脆 |
| 酥 |
| 糕 |
| 仕 |
| 十 |
| 临 |
| 簋 |
| 宴 |
| 字 |
| 太 |
| 灌 |
| 薄 |
| 尝 |
| 址 |
| 晗 |
| 幢 |
| 购 |
| 梁 |
| 醉 |
| 皖 |
| 庭 |
| 白 |
| 肥 |
| 块 |
| 石 |
| 碗 |
| 颜 |
| 值 |
| 張 |
| 瘾 |
| 跷 |
| 脚 |
| 而 |
| 叁 |
| 蜀 |
| 橙 |
| 市 |
| 边 |
| 早 |
| 晚 |
| 云 |
| 吞 |
| 目 |
| 表 |
| 赵 |
| 烩 |
| 擀 |
| 蔬 |
| 找 |
| 回 |
| 游 |
| 刃 |
| 余 |
| 支 |
| 洗 |
| 吹 |
| 休 |
| 闲 |
| 简 |
| 撸 |
| 根 |
| 据 |
| 鸽 |
| 铜 |
| 亲 |
| 贝 |
| 纪 |
| 吕 |
| 豚 |
| 饅 |
| 悦 |
| 汇 |
| 油 |
| 无 |
| 制 |
| 在 |
| 寻 |
| 碳 |
| 馋 |
| 嘴 |
| 架 |
| 荣 |
| 斋 |
| 护 |
| 角 |
| 落 |
| 铺 |
| 臊 |
| 丝 |
| 围 |
| 柳 |
| 蛳 |
| 蒲 |
| 庙 |
| 视 |
| 荐 |
| 缃 |
| 想 |
| 呀 |
| 姜 |
| 母 |
| 起 |
| 泉 |
| 族 |
| 群 |
| 众 |
| 其 |
| 它 |
| 血 |
| 双 |
| 补 |
| 阴 |
| 润 |
| 不 |
| 禽 |
| 类 |
| 款 |
| 较 |
| 候 |
| 些 |
| 畅 |
| 脉 |
| 痰 |
| 疏 |
| 肝 |
| 帮 |
| 助 |
| 消 |
| 增 |
| 欲 |
| 尤 |
| 对 |
| 胃 |
| 畏 |
| 寒 |
| 很 |
| 效 |
| 秘 |
| 黑 |
| 嘿 |
| 佳 |
| 越 |
| 脑 |
| 桶 |
| 项 |
| ▪ |
| | |
| 榜 |
| 许 |
| 仿 |
| 或 |
| 酬 |
| 宾 |
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| ^''' |
|
|
