在模拟器下运行label_image示例程序

本文介绍了一个基于TensorFlow的图像识别应用程序的构建过程。通过详细配置和编译步骤,展示了如何整合必要的源文件、库文件,并指定了编译选项。最终应用能够加载图像数据和模型进行预测。
部署运行你感兴趣的模型镜像
nutshell文件内容如下
LOCAL_PATH := $(call my-dir)

include $(CLEAR_VARS)

LOCAL_SRC_FILES := \
	label_image.cc \
	bitmap_helpers.cc

LOCAL_C_INCLUDES := \
	externals/tensorflow \
	externals/tensorflow/flatbuffers/include

LOCAL_SHARED_LIBRARIES := liblog

LOCAL_STATIC_LIBRARIES := \
	libtflite_kernels \
	libtflite_context \
	libtflite_framework \
	libtextclassifier_hash_static

LOCAL_CPP_EXTENSION := cc

LOCAL_CFLAGS := -Wno-sign-compare -Wno-unused-parameter -Wno-extern-c-compat

LOCAL_LDFLAGS := -lpthread -ldl

LOCAL_MODULE:= tstlabelimage
LOCAL_MODULE_TAGS := eng

include $(BUILD_EXECUTABLE)

在根目录下整体编译。make tstlabelimage。
Install: out/target/product/arm64m3/system/usr/bin/tstlabelimage_1
target PreInstallModule: out/target/product/arm64m3/obj/PACKAGES/externals/tensorflow/system/usr/bin/tstlabelimage_1

#### make completed successfully (01:59 (mm:ss)) ####
将testdata目录下的图片、模型文件和label.txt文件push到data目录下,同时将install或者preinstallmodule,push到data目录下。在模拟器中运行
./tstlabelimage
就可以跑起来啦~~


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TensorFlow 是由Google Brain 团队开发的开源机器学习框架,广泛应用于深度学习研究和生产环境。 它提供了一个灵活的平台,用于构建和训练各种机器学习模型

import tkinter as tk from PIL import Image, ImageTk # ==================== 配置文件路径 ==================== BACKGROUND_PATH = "1.jpg" BASE_STATION_PATH = "base_station.png" PHONE_ICON_PATH = "phone.png" # ==================== 坐标定义 ==================== BS_X, BS_Y = 400, 300 # 基站逻辑坐标 # ==================== 固定图标大小 ==================== FIXED_BS_SIZE = (32, 32) FIXED_PHONE_SIZE = (24, 24) # ==================== 全局变量 ==================== zoom_factor = 1.0 img_x, img_y = 0, 0 drag_start = None bg_image_tk = None bs_icon_tk = None phone_icon_tk = None canvas_images = [] # 存储所有动态图标的 canvas ID phones = {} # 手机字典:{ phone_id: { 'x': x, 'y': y } } # ==================== 创建主窗口 ==================== root = tk.Tk() root.title("多手机管理系统") root.geometry("1200x900") left_frame = tk.Frame(root) left_frame.pack(side="left", fill="both", expand=True) right_frame = tk.Frame(root, width=300, bg="lightgray") right_frame.pack(side="right", fill="y") canvas = tk.Canvas(left_frame, bg="black") canvas.pack(fill="both", expand=True) # ==================== 状态栏 ==================== status_label = tk.Label(right_frame, text="就绪", fg="green", bg="lightgray", wraplength=280) status_label.pack(pady=10) def update_status(text, color="black"): status_label.config(text=text, fg=color) # ==================== 加载图像 ==================== try: bg_image = Image.open(BACKGROUND_PATH) except FileNotFoundError: print(f"[警告] {BACKGROUND_PATH} 不存在,使用蓝色占位图") bg_image = Image.new("RGB", (800, 600), "blue") # 加载基站图标 try: bs_raw = Image.open(BASE_STATION_PATH).convert("RGBA") bs_resized = bs_raw.resize(FIXED_BS_SIZE, Image.Resampling.LANCZOS) bs_icon_tk = ImageTk.PhotoImage(bs_resized) except FileNotFoundError: print(f"[警告] {BASE_STATION_PATH} 不存在,生成白色圆形") bs_img = Image.new("RGBA", FIXED_BS_SIZE, (0, 0, 0, 0)) from PIL import ImageDraw draw = ImageDraw.Draw(bs_img) draw.ellipse((2, 2, 30, 30), fill=(255, 255, 255, 200), outline="gray", width=3) bs_icon_tk = ImageTk.PhotoImage(bs_img) # 加载手机图标 try: phone_raw = Image.open(PHONE_ICON_PATH).convert("RGBA") phone_resized = phone_raw.resize(FIXED_PHONE_SIZE, Image.Resampling.LANCZOS) phone_icon_tk = ImageTk.PhotoImage(phone_resized) except FileNotFoundError: print(f"[警告] {PHONE_ICON_PATH} 不存在,生成绿色圆形") phone_img = Image.new("RGBA", FIXED_PHONE_SIZE, (0, 0, 0, 0)) from PIL import ImageDraw draw = ImageDraw.Draw(phone_img) draw.ellipse((2, 2, 22, 22), fill=(0, 200, 0, 180), outline="white", width=2) phone_icon_tk = ImageTk.PhotoImage(phone_img) # ==================== 渲染函数 ==================== def render_background(): global bg_image_tk w, h = bg_image.size new_size = (int(w * zoom_factor), int(h * zoom_factor)) resized_bg = bg_image.resize(new_size, Image.Resampling.LANCZOS) bg_image_tk = ImageTk.PhotoImage(resized_bg) canvas.delete("background") canvas.create_image(img_x, img_y, anchor="nw", image=bg_image_tk, tags="background") def draw_icons(): global canvas_images for img_id in canvas_images: canvas.delete(img_id) canvas_images.clear() # --- 绘制基站 --- screen_bs_x = img_x + int(BS_X * zoom_factor) screen_bs_y = img_y + int(BS_Y * zoom_factor) bs_id = canvas.create_image(screen_bs_x, screen_bs_y, image=bs_icon_tk, anchor="center", tags="icon") canvas_images.append(bs_id) # --- 绘制所有手机 --- for pid, data in phones.items(): x, y = data['x'], data['y'] sx = img_x + int(x * zoom_factor) sy = img_y + int(y * zoom_factor) phone_id = canvas.create_image(sx, sy, image=phone_icon_tk, anchor="center", tags=("phone", pid)) canvas_images.append(phone_id) # 可选:添加标签文字 label_id = canvas.create_text(sx, sy + 15, text=str(pid), fill="white", font=("Arial", 9), tags=("label", pid)) canvas_images.append(label_id) # 显示信息 canvas.create_text(10, 10, anchor="nw", text=f"缩放: {zoom_factor:.2f}x", fill="yellow", font=("Arial", 12), tags="info") canvas.create_text(10, 30, anchor="nw", text=f"设备数: {len(phones)}", fill="cyan", font=("Arial", 12), tags="info") def redraw(): render_background() draw_icons() # ==================== UI 控件区 ==================== tk.Label(right_frame, text="📱 多手机管理", font=("Arial", 16), bg="lightgray").pack(pady=10) # 手机 ID 输入 tk.Label(right_frame, text="手机ID:", bg="lightgray").pack(pady=5) entry_id = tk.Entry(right_frame, width=25, font=("Arial", 11)) entry_id.pack(pady=2) # X 坐标 tk.Label(right_frame, text="X 坐标:", bg="lightgray").pack(pady=5) entry_x = tk.Entry(right_frame, width=25, font=("Arial", 11)) entry_x.pack(pady=2) # Y 坐标 tk.Label(right_frame, text="Y 坐标:", bg="lightgray").pack(pady=5) entry_y = tk.Entry(right_frame, width=25, font=("Arial", 11)) entry_y.pack(pady=2) # 添加或更新手机 def on_add_update(): try: pid = entry_id.get().strip() if not pid: raise ValueError("ID 不能为空") x = int(entry_x.get()) y = int(entry_y.get()) except ValueError as e: update_status(f"❌ 输入错误:{e}", "red") return w, h = bg_image.size if not (0 <= x < w): update_status(f"❌ X 超出范围 [0, {w})", "red") return if not (0 <= y < h): update_status(f"❌ Y 超出范围 [0, {h})", "red") return phones[pid] = {'x': x, 'y': y} update_phone_list() redraw() update_status(f"✅ 已添加/更新 {pid}", "green") # 删除手机 def on_delete(): pid = entry_id.get().strip() if pid in phones: del phones[pid] update_phone_list() redraw() update_status(f"🗑️ 已删除 {pid}", "orange") else: update_status(f"❌ 找不到手机 {pid}", "red") # 清空所有手机 def on_clear_all(): if phones: phones.clear() update_phone_list() redraw() update_status("🧹 已清空所有设备", "orange") else: update_status("ℹ️ 无设备可清除", "gray") # 列表框显示当前手机 phone_listbox = tk.Listbox(right_frame, height=8, width=30, font=("Arial", 10)) phone_listbox.pack(pady=10) def update_phone_list(): phone_listbox.delete(0, tk.END) for pid in phones: phone_listbox.insert(tk.END, f"{pid}") def on_list_select(event): selection = phone_listbox.curselection() if selection: index = selection[0] pid = phone_listbox.get(index).split()[0] # 获取 ID data = phones[pid] entry_id.delete(0, tk.END) entry_id.insert(0, pid) entry_x.delete(0, tk.END) entry_x.insert(0, str(data['x'])) entry_y.delete(0, tk.END) entry_y.insert(0, str(data['y'])) phone_listbox.bind("<<ListboxSelect>>", on_list_select) # 按钮区域 btn_frame = tk.Frame(right_frame, bg="lightgray") btn_frame.pack(pady=10) tk.Button(btn_frame, text="➕ 添加/更新", bg="#4CAF50", fg="white", command=on_add_update).grid(row=0, column=0, padx=5, pady=2) tk.Button(btn_frame, text="➖ 删除", bg="#F44336", fg="white", command=on_delete).grid(row=0, column=1, padx=5, pady=2) tk.Button(btn_frame, text="🧹 清空全部", bg="#FF9800", fg="white", command=on_clear_all).grid(row=1, column=0, columnspan=2, pady=5) # ==================== 鼠标事件(缩放 & 拖拽)==================== def on_scroll(event): global zoom_factor if event.delta > 0 or getattr(event, 'num', None) == 4: zoom_factor *= 1.1 else: zoom_factor /= 1.1 zoom_factor = max(0.1, min(zoom_factor, 10)) redraw() def on_drag_start(event): global drag_start drag_start = (event.x, event.y) def on_drag_motion(event): global drag_start, img_x, img_y if drag_start: dx = event.x - drag_start[0] dy = event.y - drag_start[1] img_x += dx img_y += dy drag_start = (event.x, event.y) redraw() def on_drag_release(event): global drag_start drag_start = None # 绑定事件 canvas.bind("<MouseWheel>", on_scroll) canvas.bind("<Button-4>", on_scroll) canvas.bind("<Button-5>", on_scroll) canvas.bind("<ButtonPress-1>", on_drag_start) canvas.bind("<B1-Motion>", on_drag_motion) canvas.bind("<ButtonRelease-1>", on_drag_release) # 初始化 update_phone_list() redraw() # 启动主循环 root.mainloop() 该代码是针对基站用户移动的模拟,能对其进行模块化分析,并告知想添加新功能该在哪个区域?
最新发布
11-20
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