Spaces:
Sleeping
Sleeping
Update src/streamlit_app.py
Browse files- src/streamlit_app.py +61 -38
src/streamlit_app.py
CHANGED
|
@@ -1,40 +1,63 @@
|
|
| 1 |
-
import altair as alt
|
| 2 |
-
import numpy as np
|
| 3 |
-
import pandas as pd
|
| 4 |
import streamlit as st
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 5 |
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
Edit `/streamlit_app.py` to customize this app to your heart's desire :heart:.
|
| 10 |
-
If you have any questions, checkout our [documentation](https://docs.streamlit.io) and [community
|
| 11 |
-
forums](https://discuss.streamlit.io).
|
| 12 |
-
|
| 13 |
-
In the meantime, below is an example of what you can do with just a few lines of code:
|
| 14 |
-
"""
|
| 15 |
-
|
| 16 |
-
num_points = st.slider("Number of points in spiral", 1, 10000, 1100)
|
| 17 |
-
num_turns = st.slider("Number of turns in spiral", 1, 300, 31)
|
| 18 |
-
|
| 19 |
-
indices = np.linspace(0, 1, num_points)
|
| 20 |
-
theta = 2 * np.pi * num_turns * indices
|
| 21 |
-
radius = indices
|
| 22 |
-
|
| 23 |
-
x = radius * np.cos(theta)
|
| 24 |
-
y = radius * np.sin(theta)
|
| 25 |
-
|
| 26 |
-
df = pd.DataFrame({
|
| 27 |
-
"x": x,
|
| 28 |
-
"y": y,
|
| 29 |
-
"idx": indices,
|
| 30 |
-
"rand": np.random.randn(num_points),
|
| 31 |
-
})
|
| 32 |
-
|
| 33 |
-
st.altair_chart(alt.Chart(df, height=700, width=700)
|
| 34 |
-
.mark_point(filled=True)
|
| 35 |
-
.encode(
|
| 36 |
-
x=alt.X("x", axis=None),
|
| 37 |
-
y=alt.Y("y", axis=None),
|
| 38 |
-
color=alt.Color("idx", legend=None, scale=alt.Scale()),
|
| 39 |
-
size=alt.Size("rand", legend=None, scale=alt.Scale(range=[1, 150])),
|
| 40 |
-
))
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import streamlit as st
|
| 2 |
+
import numpy as np
|
| 3 |
+
import cv2
|
| 4 |
+
import matplotlib.pyplot as plt
|
| 5 |
+
|
| 6 |
+
st.set_page_config(page_title="Image Processing App", layout="centered")
|
| 7 |
+
|
| 8 |
+
st.title("🖼️ Image Processing & Analysis")
|
| 9 |
+
st.write("Histogram • Box Plot • Grayscale • Brightness & Contrast")
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
uploaded_file = st.file_uploader(
|
| 13 |
+
"Upload an image", type=["png", "jpg", "jpeg"]
|
| 14 |
+
)
|
| 15 |
+
|
| 16 |
+
if uploaded_file is not None:
|
| 17 |
+
# Read image
|
| 18 |
+
file_bytes = np.asarray(bytearray(uploaded_file.read()), dtype=np.uint8)
|
| 19 |
+
img_bgr = cv2.imdecode(file_bytes, cv2.IMREAD_COLOR)
|
| 20 |
+
img_rgb = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2RGB)
|
| 21 |
+
|
| 22 |
+
st.subheader("Original Image")
|
| 23 |
+
st.image(img_rgb, use_container_width=True)
|
| 24 |
+
|
| 25 |
+
|
| 26 |
+
gray = cv2.cvtColor(img_rgb, cv2.COLOR_RGB2GRAY)
|
| 27 |
+
|
| 28 |
+
st.subheader("Grayscale Image")
|
| 29 |
+
st.image(gray, clamp=True, use_container_width=True)
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
st.subheader("Brightness & Contrast Adjustment")
|
| 33 |
+
|
| 34 |
+
contrast = st.slider("Contrast", 0.1, 3.0, 1.0, 0.1)
|
| 35 |
+
brightness = st.slider("Brightness", -100, 100, 0, 5)
|
| 36 |
+
|
| 37 |
+
adjusted = np.clip(
|
| 38 |
+
contrast * img_rgb + brightness, 0, 255
|
| 39 |
+
).astype(np.uint8)
|
| 40 |
+
|
| 41 |
+
st.image(adjusted, caption="Adjusted Image", use_container_width=True)
|
| 42 |
+
|
| 43 |
+
|
| 44 |
+
st.subheader("Histogram of Grayscale Image")
|
| 45 |
+
|
| 46 |
+
fig_hist, ax_hist = plt.subplots()
|
| 47 |
+
ax_hist.hist(gray.ravel(), bins=256)
|
| 48 |
+
ax_hist.set_xlabel("Pixel Intensity")
|
| 49 |
+
ax_hist.set_ylabel("Frequency")
|
| 50 |
+
|
| 51 |
+
st.pyplot(fig_hist)
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
st.subheader("Box Plot of Pixel Intensities")
|
| 55 |
+
|
| 56 |
+
fig_box, ax_box = plt.subplots()
|
| 57 |
+
ax_box.boxplot(gray.ravel(), vert=False)
|
| 58 |
+
ax_box.set_xlabel("Pixel Intensity")
|
| 59 |
+
|
| 60 |
+
st.pyplot(fig_box)
|
| 61 |
|
| 62 |
+
else:
|
| 63 |
+
st.info("⬆️ Upload an image to get started.")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|