Spaces:
Sleeping
Sleeping
zxcvb6958 commited on
Commit ·
fafdc60
1
Parent(s): cf62074
update UI
Browse files
app.py
CHANGED
|
@@ -41,7 +41,11 @@ SUGGESTION_DICT = {
|
|
| 41 |
}
|
| 42 |
|
| 43 |
def open_img(img_path):
|
|
|
|
|
|
|
|
|
|
| 44 |
if not os.path.exists(img_path):
|
|
|
|
| 45 |
img = Image.new("RGB", (300, 300), (200, 200, 200))
|
| 46 |
else:
|
| 47 |
img = Image.open(img_path)
|
|
@@ -81,6 +85,9 @@ def show_diag_input(img_name):
|
|
| 81 |
return open_img(path)
|
| 82 |
|
| 83 |
def diagnose_demo(img_name):
|
|
|
|
|
|
|
|
|
|
| 84 |
if img_name in (None, "", "请选择样例图片或者上传"):
|
| 85 |
return [], "", ""
|
| 86 |
idx = int(os.path.splitext(img_name)[0].replace("img_", ""))
|
|
@@ -100,28 +107,34 @@ def diagnose_demo(img_name):
|
|
| 100 |
main_cat = cat
|
| 101 |
break
|
| 102 |
if main_cat is None:
|
|
|
|
| 103 |
main_cat = random.choice(KVASIR_CLASSES)
|
|
|
|
|
|
|
| 104 |
n_cat = len(KVASIR_CLASSES)
|
| 105 |
probs = [0.0 for _ in range(n_cat)]
|
| 106 |
main_idx = KVASIR_CLASSES.index(main_cat)
|
| 107 |
main_prob = random.uniform(0.85, 0.99)
|
| 108 |
rest = 1 - main_prob
|
| 109 |
other_probs_raw = [random.uniform(0.01, 1) for _ in range(n_cat-1)]
|
| 110 |
-
|
|
|
|
| 111 |
pidx = 0
|
| 112 |
for i in range(n_cat):
|
| 113 |
if i == main_idx:
|
| 114 |
probs[i] = main_prob
|
| 115 |
else:
|
| 116 |
-
probs[i] =
|
| 117 |
pidx += 1
|
|
|
|
| 118 |
result_table = [[KVASIR_CLASSES[i], f"{probs[i]:.4f}"] for i in range(n_cat)]
|
| 119 |
result_text = f"诊断类别:{main_cat}(概率最大)"
|
| 120 |
suggestion = SUGGESTION_DICT.get(main_cat, "建议:请咨询医生。")
|
| 121 |
return result_table, result_text, suggestion
|
| 122 |
|
|
|
|
| 123 |
css = """
|
| 124 |
-
/* 主标题居中
|
| 125 |
#main-title {
|
| 126 |
text-align: center;
|
| 127 |
font-size: 44px;
|
|
@@ -160,7 +173,7 @@ css = """
|
|
| 160 |
text-align: center;
|
| 161 |
}
|
| 162 |
|
| 163 |
-
/* 按钮样式(
|
| 164 |
.orange-btn {
|
| 165 |
background: #FF7F1F !important;
|
| 166 |
color: white !important;
|
|
@@ -200,6 +213,19 @@ css = """
|
|
| 200 |
box-shadow: none;
|
| 201 |
border: none;
|
| 202 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 203 |
"""
|
| 204 |
|
| 205 |
def reset_enhance():
|
|
@@ -221,14 +247,24 @@ with gr.Blocks(title="消化道疾病智能分析系统") as demo:
|
|
| 221 |
with gr.Column():
|
| 222 |
with gr.Group(elem_classes="blue-dash-border"):
|
| 223 |
with gr.Group(elem_classes="big-group"):
|
| 224 |
-
gr.HTML(
|
| 225 |
enhance_select = gr.Dropdown(choices=ENHANCE_CHOICES, value="请选择样例图片或者上传", label="选择样例图片", filterable=True)
|
| 226 |
with gr.Row():
|
| 227 |
-
|
| 228 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 229 |
with gr.Row(elem_classes="button-row"):
|
| 230 |
-
|
| 231 |
-
|
|
|
|
|
|
|
|
|
|
| 232 |
enhance_select.change(fn=show_enhance_input, inputs=enhance_select, outputs=enhance_input_img)
|
| 233 |
enhance_btn.click(fn=enhance_demo, inputs=enhance_select, outputs=enhance_output_img)
|
| 234 |
enhance_reset_btn.click(fn=reset_enhance, inputs=None, outputs=[enhance_select, enhance_input_img, enhance_output_img])
|
|
@@ -237,14 +273,20 @@ with gr.Blocks(title="消化道疾病智能分析系统") as demo:
|
|
| 237 |
with gr.Column():
|
| 238 |
with gr.Group(elem_classes="blue-dash-border"):
|
| 239 |
with gr.Group(elem_classes="big-group"):
|
| 240 |
-
gr.HTML(
|
| 241 |
seg_select = gr.Dropdown(choices=SEG_CHOICES, value="请选择样例图片或者上传", label="选择样例图片", filterable=True)
|
| 242 |
with gr.Row():
|
| 243 |
-
|
| 244 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 245 |
with gr.Row(elem_classes="button-row"):
|
| 246 |
-
|
| 247 |
-
|
|
|
|
|
|
|
| 248 |
seg_select.change(fn=show_seg_input, inputs=seg_select, outputs=seg_input_img)
|
| 249 |
seg_btn.click(fn=segment_demo, inputs=seg_select, outputs=seg_output_img)
|
| 250 |
seg_reset_btn.click(fn=reset_seg, inputs=None, outputs=[seg_select, seg_input_img, seg_output_img])
|
|
@@ -253,23 +295,30 @@ with gr.Blocks(title="消化道疾病智能分析系统") as demo:
|
|
| 253 |
with gr.Row():
|
| 254 |
with gr.Group(elem_classes="blue-dash-border"):
|
| 255 |
with gr.Group(elem_classes="big-group"):
|
| 256 |
-
gr.HTML(
|
| 257 |
with gr.Row():
|
| 258 |
-
#
|
| 259 |
with gr.Column():
|
| 260 |
diag_select = gr.Dropdown(choices=DIAG_CHOICES, value="请选择样例图片或者上传", label="选择样例图片", filterable=True)
|
| 261 |
-
|
|
|
|
|
|
|
| 262 |
with gr.Row(elem_classes="button-row"):
|
| 263 |
-
|
| 264 |
-
|
|
|
|
|
|
|
| 265 |
diag_select.change(fn=show_diag_input, inputs=diag_select, outputs=diag_input_img)
|
| 266 |
-
|
|
|
|
| 267 |
with gr.Column():
|
| 268 |
diag_table = gr.Dataframe(headers=["类别", "概率"])
|
| 269 |
-
|
|
|
|
| 270 |
with gr.Column():
|
| 271 |
diag_result = gr.Textbox(label="诊断结果")
|
| 272 |
diag_suggestion = gr.Textbox(label="建议的治疗方案")
|
|
|
|
| 273 |
diag_btn.click(fn=diagnose_demo, inputs=diag_select, outputs=[diag_table, diag_result, diag_suggestion])
|
| 274 |
diag_reset_btn.click(fn=reset_diag, inputs=None, outputs=[diag_select, diag_input_img, diag_table, diag_result, diag_suggestion])
|
| 275 |
|
|
|
|
| 41 |
}
|
| 42 |
|
| 43 |
def open_img(img_path):
|
| 44 |
+
"""
|
| 45 |
+
将图等比缩放成 300x300,并返回 PIL.Image.Image
|
| 46 |
+
"""
|
| 47 |
if not os.path.exists(img_path):
|
| 48 |
+
# 若路径不存在,用灰色方块占位
|
| 49 |
img = Image.new("RGB", (300, 300), (200, 200, 200))
|
| 50 |
else:
|
| 51 |
img = Image.open(img_path)
|
|
|
|
| 85 |
return open_img(path)
|
| 86 |
|
| 87 |
def diagnose_demo(img_name):
|
| 88 |
+
"""
|
| 89 |
+
随机模拟诊断结果与概率分布
|
| 90 |
+
"""
|
| 91 |
if img_name in (None, "", "请选择样例图片或者上传"):
|
| 92 |
return [], "", ""
|
| 93 |
idx = int(os.path.splitext(img_name)[0].replace("img_", ""))
|
|
|
|
| 107 |
main_cat = cat
|
| 108 |
break
|
| 109 |
if main_cat is None:
|
| 110 |
+
import random
|
| 111 |
main_cat = random.choice(KVASIR_CLASSES)
|
| 112 |
+
|
| 113 |
+
import random
|
| 114 |
n_cat = len(KVASIR_CLASSES)
|
| 115 |
probs = [0.0 for _ in range(n_cat)]
|
| 116 |
main_idx = KVASIR_CLASSES.index(main_cat)
|
| 117 |
main_prob = random.uniform(0.85, 0.99)
|
| 118 |
rest = 1 - main_prob
|
| 119 |
other_probs_raw = [random.uniform(0.01, 1) for _ in range(n_cat-1)]
|
| 120 |
+
other_probs_sum = sum(other_probs_raw)
|
| 121 |
+
other_probs = [x / other_probs_sum * rest for x in other_probs_raw]
|
| 122 |
pidx = 0
|
| 123 |
for i in range(n_cat):
|
| 124 |
if i == main_idx:
|
| 125 |
probs[i] = main_prob
|
| 126 |
else:
|
| 127 |
+
probs[i] = other_probs[pidx]
|
| 128 |
pidx += 1
|
| 129 |
+
|
| 130 |
result_table = [[KVASIR_CLASSES[i], f"{probs[i]:.4f}"] for i in range(n_cat)]
|
| 131 |
result_text = f"诊断类别:{main_cat}(概率最大)"
|
| 132 |
suggestion = SUGGESTION_DICT.get(main_cat, "建议:请咨询医生。")
|
| 133 |
return result_table, result_text, suggestion
|
| 134 |
|
| 135 |
+
# 自定义CSS,特别是 img-label-bar 用于在图片下方添加彩条
|
| 136 |
css = """
|
| 137 |
+
/* 主标题居中加大 */
|
| 138 |
#main-title {
|
| 139 |
text-align: center;
|
| 140 |
font-size: 44px;
|
|
|
|
| 173 |
text-align: center;
|
| 174 |
}
|
| 175 |
|
| 176 |
+
/* 按钮样式(橙色无边框,灰色带黑色边框) */
|
| 177 |
.orange-btn {
|
| 178 |
background: #FF7F1F !important;
|
| 179 |
color: white !important;
|
|
|
|
| 213 |
box-shadow: none;
|
| 214 |
border: none;
|
| 215 |
}
|
| 216 |
+
|
| 217 |
+
/* 下方彩条,用于显示文字说明 */
|
| 218 |
+
.img-label-bar {
|
| 219 |
+
background: rgb(76, 180, 184);
|
| 220 |
+
color: #fff;
|
| 221 |
+
text-align: center;
|
| 222 |
+
padding: 6px 0;
|
| 223 |
+
border-bottom-left-radius: 10px;
|
| 224 |
+
border-bottom-right-radius: 10px;
|
| 225 |
+
margin-top: -5px; /* 让bar紧贴图片下边缘 */
|
| 226 |
+
font-size: 14px;
|
| 227 |
+
font-weight: normal;
|
| 228 |
+
}
|
| 229 |
"""
|
| 230 |
|
| 231 |
def reset_enhance():
|
|
|
|
| 247 |
with gr.Column():
|
| 248 |
with gr.Group(elem_classes="blue-dash-border"):
|
| 249 |
with gr.Group(elem_classes="big-group"):
|
| 250 |
+
gr.HTML("<div class='big-title'>图像增强模块</div>")
|
| 251 |
enhance_select = gr.Dropdown(choices=ENHANCE_CHOICES, value="请选择样例图片或者上传", label="选择样例图片", filterable=True)
|
| 252 |
with gr.Row():
|
| 253 |
+
with gr.Column():
|
| 254 |
+
# 1) 不在 gr.Image 里加 label
|
| 255 |
+
enhance_input_img = gr.Image(show_label=False, interactive=False, width=300, height=300)
|
| 256 |
+
# 2) 自定义bar来显示 "原始图片"
|
| 257 |
+
gr.HTML("<div class='img-label-bar'>原始图片</div>")
|
| 258 |
+
with gr.Column():
|
| 259 |
+
enhance_output_img = gr.Image(show_label=False, interactive=False, width=300, height=300)
|
| 260 |
+
gr.HTML("<div class='img-label-bar'>增强结果图片</div>")
|
| 261 |
+
# 按钮区域避免横向拉伸
|
| 262 |
with gr.Row(elem_classes="button-row"):
|
| 263 |
+
with gr.Column(scale=0):
|
| 264 |
+
enhance_reset_btn = gr.Button("Reset", elem_classes="gray-btn")
|
| 265 |
+
with gr.Column(scale=0):
|
| 266 |
+
enhance_btn = gr.Button("点击执行图片增强", elem_classes="orange-btn")
|
| 267 |
+
# 交互
|
| 268 |
enhance_select.change(fn=show_enhance_input, inputs=enhance_select, outputs=enhance_input_img)
|
| 269 |
enhance_btn.click(fn=enhance_demo, inputs=enhance_select, outputs=enhance_output_img)
|
| 270 |
enhance_reset_btn.click(fn=reset_enhance, inputs=None, outputs=[enhance_select, enhance_input_img, enhance_output_img])
|
|
|
|
| 273 |
with gr.Column():
|
| 274 |
with gr.Group(elem_classes="blue-dash-border"):
|
| 275 |
with gr.Group(elem_classes="big-group"):
|
| 276 |
+
gr.HTML("<div class='big-title'>图像分割模块</div>")
|
| 277 |
seg_select = gr.Dropdown(choices=SEG_CHOICES, value="请选择样例图片或者上传", label="选择样例图片", filterable=True)
|
| 278 |
with gr.Row():
|
| 279 |
+
with gr.Column():
|
| 280 |
+
seg_input_img = gr.Image(show_label=False, interactive=False, width=300, height=300)
|
| 281 |
+
gr.HTML("<div class='img-label-bar'>输入图片</div>")
|
| 282 |
+
with gr.Column():
|
| 283 |
+
seg_output_img = gr.Image(show_label=False, interactive=False, width=300, height=300)
|
| 284 |
+
gr.HTML("<div class='img-label-bar'>分割结果图片</div>")
|
| 285 |
with gr.Row(elem_classes="button-row"):
|
| 286 |
+
with gr.Column(scale=0):
|
| 287 |
+
seg_reset_btn = gr.Button("Reset", elem_classes="gray-btn")
|
| 288 |
+
with gr.Column(scale=0):
|
| 289 |
+
seg_btn = gr.Button("点击执行分割", elem_classes="orange-btn")
|
| 290 |
seg_select.change(fn=show_seg_input, inputs=seg_select, outputs=seg_input_img)
|
| 291 |
seg_btn.click(fn=segment_demo, inputs=seg_select, outputs=seg_output_img)
|
| 292 |
seg_reset_btn.click(fn=reset_seg, inputs=None, outputs=[seg_select, seg_input_img, seg_output_img])
|
|
|
|
| 295 |
with gr.Row():
|
| 296 |
with gr.Group(elem_classes="blue-dash-border"):
|
| 297 |
with gr.Group(elem_classes="big-group"):
|
| 298 |
+
gr.HTML("<div class='big-title'>疾病分类模块</div>")
|
| 299 |
with gr.Row():
|
| 300 |
+
# 左列:输入图片+按钮
|
| 301 |
with gr.Column():
|
| 302 |
diag_select = gr.Dropdown(choices=DIAG_CHOICES, value="请选择样例图片或者上传", label="选择样例图片", filterable=True)
|
| 303 |
+
with gr.Column():
|
| 304 |
+
diag_input_img = gr.Image(show_label=False, interactive=False, width=300, height=300)
|
| 305 |
+
gr.HTML("<div class='img-label-bar'>输入图片</div>")
|
| 306 |
with gr.Row(elem_classes="button-row"):
|
| 307 |
+
with gr.Column(scale=0):
|
| 308 |
+
diag_reset_btn = gr.Button("Reset", elem_classes="gray-btn")
|
| 309 |
+
with gr.Column(scale=0):
|
| 310 |
+
diag_btn = gr.Button("点击执行诊断", elem_classes="orange-btn")
|
| 311 |
diag_select.change(fn=show_diag_input, inputs=diag_select, outputs=diag_input_img)
|
| 312 |
+
|
| 313 |
+
# 中列:结果表格
|
| 314 |
with gr.Column():
|
| 315 |
diag_table = gr.Dataframe(headers=["类别", "概率"])
|
| 316 |
+
|
| 317 |
+
# 右列:诊断结果 & 建议
|
| 318 |
with gr.Column():
|
| 319 |
diag_result = gr.Textbox(label="诊断结果")
|
| 320 |
diag_suggestion = gr.Textbox(label="建议的治疗方案")
|
| 321 |
+
|
| 322 |
diag_btn.click(fn=diagnose_demo, inputs=diag_select, outputs=[diag_table, diag_result, diag_suggestion])
|
| 323 |
diag_reset_btn.click(fn=reset_diag, inputs=None, outputs=[diag_select, diag_input_img, diag_table, diag_result, diag_suggestion])
|
| 324 |
|