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Update app.py
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app.py
CHANGED
@@ -4,82 +4,87 @@ import pandas as pd
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import numpy as np
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import io
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import os
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from pathlib import Path
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def zoom_at(img, x, y, zoom):
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# App title and description
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st.set_page_config(page_title="Cell Explorer", layout="wide")
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st.title("CLL Explorer
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st.markdown("""
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### About
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This tool
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- Upload microscope images
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- Adjust image view with zoom and enhancement controls
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- Detect and measure cells automatically
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- Save analysis results and annotations
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**Note**: Cell measurements are in micrometers (µm)
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""")
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tab1, tab2, tab3 = st.tabs(["Image Analysis", "Detection Results", "Settings"])
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with tab1:
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col1, col2 = st.columns([2,1])
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img_index = st.selectbox("Select Image", range(len(uploaded_files)))
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img_data = uploaded_files[img_index].read()
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img = Image.open(io.BytesIO(img_data)).resize((800, 800))
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with col2:
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st.
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if st.button("Save
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save_dir = Path("analysis_results") / timestamp
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save_dir.mkdir(parents=True, exist_ok=True)
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img_processed.save(save_dir / "processed_image.jpg")
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with open(save_dir / "analysis_notes.txt", "w") as f:
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f.write(description)
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st.success(
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import numpy as np
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import io
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import os
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def zoom_at(img, x, y, zoom):
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w, h = img.size
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zoom2 = zoom * 2
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img = img.crop((x - w / zoom2, y - h / zoom2,
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x + w / zoom2, y + h / zoom2))
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return img.resize((w, h), Image.LANCZOS)
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st.set_page_config(page_title="Cell Explorer", layout="wide")
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st.title("CLL Explorer - Annotation Tool")
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st.markdown("""
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### About This Application
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This tool assists researchers in analyzing microscope images of blood cells for malaria detection:
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- **Upload** microscope images.
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- **Adjust** image view with zoom and enhancement controls.
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- **Detect** and measure cells automatically.
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- **Save** analysis results and annotations.
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""")
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uploaded_files = st.file_uploader("Upload Images", accept_multiple_files=True, type=["jpg", "png"])
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if uploaded_files:
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img_index = st.selectbox("Select Image", range(len(uploaded_files)), format_func=lambda x: uploaded_files[x].name)
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img_data = uploaded_files[img_index].read()
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img = Image.open(io.BytesIO(img_data)).resize((500, 500))
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col1, col2 = st.columns([3, 2])
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with col1:
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st.image(img, caption="Uploaded Image", use_column_width=True)
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with col2:
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st.subheader("Image Controls")
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x = st.slider("X Coordinate", 0, 500, 250)
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y = st.slider("Y Coordinate", 0, 500, 250)
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zoom = st.slider("Zoom", 1, 10, 5)
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with st.expander("Enhancement Settings"):
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contrast = st.slider("Contrast", 0.0, 5.0, 1.0)
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brightness = st.slider("Brightness", 0.0, 5.0, 1.0)
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sharpness = st.slider("Sharpness", 0.0, 2.0, 1.0)
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processed_col, actions_col = st.columns([3, 2])
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with processed_col:
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img_zoomed = zoom_at(img, x, y, zoom)
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img_contrast = ImageEnhance.Contrast(img_zoomed).enhance(contrast)
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img_bright = ImageEnhance.Brightness(img_contrast).enhance(brightness)
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img_sharp = ImageEnhance.Sharpness(img_bright).enhance(sharpness)
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st.image(img_sharp, caption="Processed Image", use_column_width=True)
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with actions_col:
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save_image = st.checkbox("Save Image")
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if save_image:
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img_sharp.save("image-processed.jpg")
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st.success("Image saved as `image-processed.jpg`")
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with st.expander("Save Options"):
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description = st.text_area("Describe the image", "")
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if st.button("Save Description"):
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with open("saved_image_description.txt", "w") as f:
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f.write(description)
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st.success("Description saved as `saved_image_description.txt`")
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if st.button("Save Image Parameters"):
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params = {
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"coordinates_x": x,
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"coordinates_y": y,
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"zoom": zoom,
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"contrast": contrast,
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"brightness": brightness,
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"sharpness": sharpness
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}
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with open("saved_image_parameters.json", "w") as f:
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f.write(pd.DataFrame([params]).to_json(orient="records"))
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st.success("Image parameters saved as `saved_image_parameters.json`")
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if st.button("Rename Files"):
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file_ext = str(np.random.randint(100))
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os.rename("image-processed.jpg", f"img_processed{file_ext}.jpg")
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os.rename("saved_image_parameters.json", f"saved_image_parameters{file_ext}.json")
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os.rename("saved_image_description.txt", f"saved_image_description{file_ext}.txt")
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st.success("Files renamed successfully")
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