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naveen2308 commited on Jan 4

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24c01fa

1 Parent(s): 044e983

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Files changed (12) hide show

Cap_VQA.html +155 -0
Dockerfile +13 -0
RRDBNet_arch.py +78 -0
app.py +201 -0
duckduck_images.csv +1 -0
duckduck_tutorial.csv +101 -0
net_interp.py +21 -0
requirements.txt +0 -0
similar_images.py +18 -0
templates/index.html +369 -0
tokenizer.json +0 -0
transer_RRDB_models.py +55 -0

Cap_VQA.html ADDED Viewed

	@@ -0,0 +1,155 @@

+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Image Insight - Sign Up & Login</title>
+    <style>
+        body {
+            font-family: Arial, sans-serif;
+            margin: 0;
+            padding: 0;
+            background: linear-gradient(to right, #6a11cb, #2575fc);
+            color: #fff;
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            height: 100vh;
+        }
+        .container {
+            width: 90%;
+            max-width: 800px;
+            background: #ffffff;
+            color: #333;
+            border-radius: 8px;
+            box-shadow: 0 4px 10px rgba(0, 0, 0, 0.2);
+            display: flex;
+            overflow: hidden;
+        }
+        .form-container {
+            flex: 1;
+            padding: 40px 20px;
+        }
+        .form-container h2 {
+            margin-bottom: 20px;
+            text-align: center;
+            color: #2575fc;
+        }
+        .form-container form {
+            display: flex;
+            flex-direction: column;
+        }
+        .form-container form label {
+            margin-bottom: 8px;
+            font-size: 14px;
+            color: #666;
+        }
+        .form-container form input {
+            padding: 10px;
+            margin-bottom: 20px;
+            border: 1px solid #ddd;
+            border-radius: 4px;
+            font-size: 16px;
+        }
+        .form-container form button {
+            background: #2575fc;
+            color: #fff;
+            padding: 12px;
+            border: none;
+            border-radius: 4px;
+            font-size: 16px;
+            cursor: pointer;
+            transition: background 0.3s;
+        }
+        .form-container form button:hover {
+            background: #6a11cb;
+        }
+        .switch-container {
+            flex: 0.5;
+            background: #2575fc;
+            color: #fff;
+            display: flex;
+            flex-direction: column;
+            justify-content: center;
+            align-items: center;
+            padding: 40px 20px;
+        }
+        .switch-container h2 {
+            font-size: 24px;
+            margin-bottom: 20px;
+        }
+        .switch-container p {
+            margin-bottom: 20px;
+            font-size: 14px;
+            text-align: center;
+        }
+        .switch-container button {
+            background: #fff;
+            color: #2575fc;
+            padding: 10px 20px;
+            border: none;
+            border-radius: 4px;
+            font-size: 16px;
+            cursor: pointer;
+            transition: background 0.3s;
+        }
+        .switch-container button:hover {
+            background: #f1f1f1;
+        }
+    </style>
+</head>
+<body>
+    <div class="container">
+        <!-- Login Form -->
+        <div class="form-container">
+            <h2>Login to Image Insight</h2>
+            <form>
+                <label for="login-email">Email</label>
+                <input type="email" id="login-email" placeholder="Enter your email" required>
+                <label for="login-password">Password</label>
+                <input type="password" id="login-password" placeholder="Enter your password" required>
+                <button type="submit">Login</button>
+            </form>
+        </div>
+        <!-- Switch Section -->
+        <div class="switch-container">
+            <h2>New Here?</h2>
+            <p>Sign up to use our Image Captioning and VQA features.</p>
+            <button onclick="switchToSignUp()">Sign Up</button>
+        </div>
+        <!-- Sign Up Form -->
+        <div class="form-container" style="display: none;">
+            <h2>Sign Up for Image Insight</h2>
+            <form>
+                <label for="signup-name">Full Name</label>
+                <input type="text" id="signup-name" placeholder="Enter your name" required>
+                <label for="signup-email">Email</label>
+                <input type="email" id="signup-email" placeholder="Enter your email" required>
+                <label for="signup-password">Password</label>
+                <input type="password" id="signup-password" placeholder="Enter your password" required>
+                <button type="submit">Sign Up</button>
+            </form>
+        </div>
+    </div>
+    <script>
+        function switchToSignUp() {
+            document.querySelectorAll('.form-container')[0].style.display = 'none';
+            document.querySelectorAll('.form-container')[1].style.display = 'block';
+        }
+    </script>
+</body>
+</html>

Dockerfile ADDED Viewed

	@@ -0,0 +1,13 @@

+FROM python:3.9
+RUN useradd -m -u 1000 user
+USER user
+ENV PATH="/home/user/.local/bin:$PATH"
+WORKDIR /app
+COPY --chown=user ./requirements.txt requirements.txt
+RUN pip install --no-cache-dir --upgrade -r requirements.txt
+COPY --chown=user . /app
+CMD ["gunicorn", "-b","0.0.0.0:7860","app:app"]

RRDBNet_arch.py ADDED Viewed

	@@ -0,0 +1,78 @@

+import functools
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+def make_layer(block, n_layers):
+    layers = []
+    for _ in range(n_layers):
+        layers.append(block())
+    return nn.Sequential(*layers)
+class ResidualDenseBlock_5C(nn.Module):
+    def __init__(self, nf=64, gc=32, bias=True):
+        super(ResidualDenseBlock_5C, self).__init__()
+        # gc: growth channel, i.e. intermediate channels
+        self.conv1 = nn.Conv2d(nf, gc, 3, 1, 1, bias=bias)
+        self.conv2 = nn.Conv2d(nf + gc, gc, 3, 1, 1, bias=bias)
+        self.conv3 = nn.Conv2d(nf + 2 * gc, gc, 3, 1, 1, bias=bias)
+        self.conv4 = nn.Conv2d(nf + 3 * gc, gc, 3, 1, 1, bias=bias)
+        self.conv5 = nn.Conv2d(nf + 4 * gc, nf, 3, 1, 1, bias=bias)
+        self.lrelu = nn.LeakyReLU(negative_slope=0.2, inplace=True)
+        # initialization
+        # mutil.initialize_weights([self.conv1, self.conv2, self.conv3, self.conv4, self.conv5], 0.1)
+    def forward(self, x):
+        x1 = self.lrelu(self.conv1(x))
+        x2 = self.lrelu(self.conv2(torch.cat((x, x1), 1)))
+        x3 = self.lrelu(self.conv3(torch.cat((x, x1, x2), 1)))
+        x4 = self.lrelu(self.conv4(torch.cat((x, x1, x2, x3), 1)))
+        x5 = self.conv5(torch.cat((x, x1, x2, x3, x4), 1))
+        return x5 * 0.2 + x
+class RRDB(nn.Module):
+    '''Residual in Residual Dense Block'''
+    def __init__(self, nf, gc=32):
+        super(RRDB, self).__init__()
+        self.RDB1 = ResidualDenseBlock_5C(nf, gc)
+        self.RDB2 = ResidualDenseBlock_5C(nf, gc)
+        self.RDB3 = ResidualDenseBlock_5C(nf, gc)
+    def forward(self, x):
+        out = self.RDB1(x)
+        out = self.RDB2(out)
+        out = self.RDB3(out)
+        return out * 0.2 + x
+class RRDBNet(nn.Module):
+    def __init__(self, in_nc, out_nc, nf, nb, gc=32):
+        super(RRDBNet, self).__init__()
+        RRDB_block_f = functools.partial(RRDB, nf=nf, gc=gc)
+        self.conv_first = nn.Conv2d(in_nc, nf, 3, 1, 1, bias=True)
+        self.RRDB_trunk = make_layer(RRDB_block_f, nb)
+        self.trunk_conv = nn.Conv2d(nf, nf, 3, 1, 1, bias=True)
+        #### upsampling
+        self.upconv1 = nn.Conv2d(nf, nf, 3, 1, 1, bias=True)
+        self.upconv2 = nn.Conv2d(nf, nf, 3, 1, 1, bias=True)
+        self.HRconv = nn.Conv2d(nf, nf, 3, 1, 1, bias=True)
+        self.conv_last = nn.Conv2d(nf, out_nc, 3, 1, 1, bias=True)
+        self.lrelu = nn.LeakyReLU(negative_slope=0.2, inplace=True)
+    def forward(self, x):
+        fea = self.conv_first(x)
+        trunk = self.trunk_conv(self.RRDB_trunk(fea))
+        fea = fea + trunk
+        fea = self.lrelu(self.upconv1(F.interpolate(fea, scale_factor=2, mode='nearest')))
+        fea = self.lrelu(self.upconv2(F.interpolate(fea, scale_factor=2, mode='nearest')))
+        out = self.conv_last(self.lrelu(self.HRconv(fea)))
+        return out

app.py ADDED Viewed

	@@ -0,0 +1,201 @@

+import os
+import pickle
+from flask import Flask, render_template, request, redirect, url_for, flash, send_file
+from flask_bcrypt import Bcrypt
+from PIL import Image
+import numpy as np
+import cv2
+import onnxruntime
+from transformers import BlipProcessor, BlipForConditionalGeneration, BlipForQuestionAnswering
+from werkzeug.utils import secure_filename
+import pandas as pd
+from duckduckgo_search import DDGS
+# Initialize Flask app and Bcrypt for password hashing
+app = Flask(__name__)
+app.secret_key = 'your_secret_key'
+bcrypt = Bcrypt(app)
+# Define paths to your models
+caption_model_path = "models/trained_model(1).pkl"
+vqa_model_path = "models/vqa_model.pkl"
+# Set upload folder and allowed extensions
+app.config['UPLOAD_FOLDER'] = 'static/uploads'
+app.config['UPSCALED_FOLDER'] = 'static/upscaled'
+os.makedirs(app.config['UPLOAD_FOLDER'], exist_ok=True)
+os.makedirs(app.config['UPSCALED_FOLDER'], exist_ok=True)
+ALLOWED_EXTENSIONS = {'png', 'jpg', 'jpeg'}
+# Preload models and processors for efficiency
+caption_processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base")
+caption_model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base")
+vqa_processor = BlipProcessor.from_pretrained("Salesforce/blip-vqa-capfilt-large")
+vqa_model = BlipForQuestionAnswering.from_pretrained("Salesforce/blip-vqa-capfilt-large")
+# Helper functions
+def allowed_file(filename):
+    return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
+def convert_pil_to_cv2(image):
+    # pil_image = image.convert("RGB")
+    open_cv_image = np.array(image)
+    # RGB to BGR
+    open_cv_image = open_cv_image[:, :, ::-1].copy()
+    return open_cv_image
+def pre_process(img: np.array) -> np.array:
+    # H, W, C -> C, H, W
+    img = np.transpose(img[:, :, 0:3], (2, 0, 1))
+    # C, H, W -> 1, C, H, W
+    img = np.expand_dims(img, axis=0).astype(np.float32)
+    return img
+def post_process(img: np.array) -> np.array:
+    # 1, C, H, W -> C, H, W
+    img = np.squeeze(img)
+    # C, H, W -> H, W, C
+    img = np.transpose(img, (1, 2, 0))[:, :, ::-1].astype(np.uint8)
+    return img
+def inference(model_path: str, img_array: np.array) -> np.array:
+    options = onnxruntime.SessionOptions()
+    options.intra_op_num_threads = 1
+    options.inter_op_num_threads = 1
+    ort_session = onnxruntime.InferenceSession(model_path, options)
+    ort_inputs = {ort_session.get_inputs()[0].name: img_array}
+    ort_outs = ort_session.run(None, ort_inputs)
+    return ort_outs[0]
+def upscale(image_path: str, model="modelx2"):
+    model_path = f"models/{model}.ort"
+    pil_image = Image.open(image_path)
+    img = convert_pil_to_cv2(pil_image)
+    if img.ndim == 2:
+        img = cv2.cvtColor(img, cv2.COLOR_GRAY2BGR)
+    if img.shape[2] == 4:
+        alpha = img[:, :, 3]  # GRAY
+        alpha = cv2.cvtColor(alpha, cv2.COLOR_GRAY2BGR)  # BGR
+        alpha_output = post_process(inference(model_path, pre_process(alpha)))  # BGR
+        alpha_output = cv2.cvtColor(alpha_output, cv2.COLOR_BGR2GRAY)  # GRAY
+        img = img[:, :, 0:3]  # BGR
+        image_output = post_process(inference(model_path, pre_process(img)))  # BGR
+        image_output = cv2.cvtColor(image_output, cv2.COLOR_BGR2BGRA)  # BGRA
+        image_output[:, :, 3] = alpha_output
+    elif img.shape[2] == 3:
+        image_output = post_process(inference(model_path, pre_process(img)))
+    image_output = cv2.cvtColor(image_output, cv2.COLOR_BGR2RGB)
+    return image_output
+# Main route
+@app.route('/')
+def index():
+    return render_template('index.html', models=["modelx2", "modelx4"])
+@app.route('/upload', methods=['POST'])
+def upload_file():
+    if 'file' not in request.files:
+        flash('Please upload an image.')
+        return redirect(url_for('index'))
+    file = request.files['file']
+    if file and allowed_file(file.filename):
+        filename = secure_filename(file.filename)
+        filepath = os.path.join(app.config['UPLOAD_FOLDER'], filename)
+        file.save(filepath)
+        similar_images = []
+        try:
+            upscaled_img = upscale(filepath)
+            upscaled_filename = f"upscaled_{filename}"
+            upscaled_path = os.path.join(app.config['UPSCALED_FOLDER'], upscaled_filename)
+            cv2.imwrite(upscaled_path, upscaled_img)
+            image = Image.open(upscaled_path).convert("RGB")
+            caption = generate_caption(image)
+            results = DDGS().images(
+            keywords=caption,
+            region="wt-wt",
+            safesearch="off",
+            size=None,
+            color="Monochrome",
+            type_image=None,
+            layout=None,
+            license_image=None,
+            max_results=100,
+            )
+            for i in results:
+                similar_images.append(i['image'])
+            image_url = url_for('serve_upscaled_file', filename=upscaled_filename)
+            return render_template('index.html',input_image_url=filepath, image_url=upscaled_path ,similar_images=similar_images, show_buttons=True)
+        except Exception as e:
+            flash(f"Upscaling failed: {e}")
+            return redirect(url_for('index'))
+    else:
+        flash('Invalid file format. Please upload a PNG, JPG, or JPEG file.')
+        return redirect(url_for('index'))
+@app.route('/process_image', methods=['POST'])
+def process_image():
+    image_url = os.path.basename(request.form.get('image_url'))
+    filepath = os.path.join(app.config['UPSCALED_FOLDER'], image_url)
+    print(filepath)
+    image = Image.open(filepath).convert("RGB")
+    if os.path.exists(filepath):
+        if 'vqa' in request.form:
+            question = request.form.get('question')
+            if question:
+                answer = answer_question(image, question)
+                return render_template('index.html', image_url=filepath, answer=answer, show_buttons=True, question=question)
+            else:
+                flash("Please enter a question.")
+        elif 'caption' in request.form:
+            caption = generate_caption(image)
+            return render_template('index.html', image_url=filepath, caption=caption, show_buttons=True)
+    else:
+        flash("File not found. Please re-upload the image.")
+    return redirect(url_for('index'))
+def generate_caption(image):
+    # Process the image and prepare it for input to the model
+    inputs = caption_processor(images=image, return_tensors="pt")
+    # Generate caption (model's output is token IDs)
+    out = caption_model.generate(**inputs)
+    # Decode the generated tokens back into text (the output is a tensor of token IDs)
+    caption = caption_processor.decode(out[0], skip_special_tokens=True)
+    return caption
+def answer_question(image, question):
+    # Process the image and the question, prepare them for input to the model
+    inputs = vqa_processor(images=image, text=question, return_tensors="pt")
+    # Generate an answer (model's output is token IDs)
+    out = vqa_model.generate(**inputs)
+    # Decode the generated tokens back into the answer (again, output is token IDs)
+    answer = vqa_processor.decode(out[0], skip_special_tokens=True)
+    return answer
+@app.route('/uploads/<filename>')
+def serve_uploaded_file(filename):
+    return send_file(os.path.join(app.config['UPLOAD_FOLDER'], filename))
+@app.route('/upscaled/<filename>')
+def serve_upscaled_file(filename):
+    return send_file(os.path.join(app.config['UPSCALED_FOLDER'], filename))
+# Run app
+if __name__ == '__main__':
+    app.run(debug=True)

duckduck_images.csv ADDED Viewed

	@@ -0,0 +1 @@


1	+

duckduck_tutorial.csv ADDED Viewed

	@@ -0,0 +1,101 @@

+title,image,thumbnail,url,height,width,source
+Butterfly in Black and White | Andreas Klodt | Flickr,https://c2.staticflickr.com/6/5477/11950212626_3f51b5f552_b.jpg,https://tse2.mm.bing.net/th?id=OIP.z1o1SBuzBXkQxQvZ1whnbAHaHa&pid=Api,http://flickr.com/photos/andreas_klodt/11950212626,1024,1024,Bing
+Monarch Butterfly Flying Sketch,https://cdn4.vectorstock.com/i/1000x1000/05/78/monarch-butterfly-flying-silhouette-high-quality-vector-42890578.jpg,https://tse2.mm.bing.net/th?id=OIP.Z3UOWqSINbHEOTXM4HiKZQHaH_&pid=Api,https://proper-cooking.info/monarch-butterfly-flying-sketch,1080,1000,Bing
+Elegant Grey Intricate Butterfly Free Stock Photo - Public Domain Pictures,https://www.publicdomainpictures.net/pictures/220000/velka/elegant-grey-intricate-butterfly-1496112487XHO.jpg,https://tse2.mm.bing.net/th?id=OIP.mPQNfYbdgjCfx2CEBiGm4wHaHa&pid=Api,https://www.publicdomainpictures.net/view-image.php?image=214949&picture=elegant-grey-intricate-butterfly,1920,1920,Bing
+50 Butterfly Coloring Pages: Free Printable Sheets,https://momlovesbest.com/wp-content/uploads/2023/06/butterfly-coloring-pages-1.webp,https://tse4.mm.bing.net/th?id=OIP.NJFO5VQlsdjEx5RA75ZKrAHaJo&pid=Api,https://momlovesbest.com/butterfly-coloring-pages,1248,960,Bing
+silueta de mariposa monarca. ilustración vectorial aislado sobre fondo ...,https://static.vecteezy.com/system/resources/previews/011/588/681/original/monarch-butterfly-silhouette-illustration-isolated-on-white-background-vector.jpg,https://tse4.mm.bing.net/th?id=OIP.8IxPfDZO__C7yGP7cIR_vAHaHa&pid=Api,https://es.vecteezy.com/arte-vectorial/11588681-silueta-de-mariposa-monarca-ilustracion-vectorial-aislado-sobre-fondo-blanco,1920,1920,Bing
+Black Wallpaper: Butterfly,https://2.bp.blogspot.com/-BfFL4MNGwPY/TnxJeTuJiAI/AAAAAAAADig/2VKVfoCMWHg/s1600/butterfly+wallpaper+black.jpg,https://tse3.mm.bing.net/th?id=OIP.4EOmK8p1iqAUfPDra3mZ8gHaFj&pid=Api,https://naturesource.blogspot.com/2011/09/black-wallpaper-butterfly.html,768,1024,Bing
+"Butterfly black silhouette with flowers, outline Stock Vector Image ...",https://c8.alamy.com/comp/2R6MBCG/butterfly-black-silhouette-with-flowers-outline-2R6MBCG.jpg,https://tse1.mm.bing.net/th?id=OIP.rrrNvYHrpmK20bxkCmSgLgHaH6&pid=Api,https://www.alamy.com/butterfly-black-silhouette-with-flowers-outline-image554867728.html,1390,1300,Bing
+Premium Vector | Drawing black silhouettes of butterflies on a white ...,https://img.freepik.com/premium-vector/drawing-black-silhouettes-butterflies-white-background_422871-511.jpg?w=2000,https://tse1.mm.bing.net/th?id=OIP.TM2nZeTXOfYGURk8erVLVAHaDt&pid=Api,https://www.freepik.com/premium-vector/drawing-black-silhouettes-butterflies-white-background_40677693.htm,1000,2000,Bing
+Free 13 Butterfly Drawings In Ai - NBKomputer,https://png.pngtree.com/png-clipart/20230607/original/pngtree-free-line-drawings-of-butterflies-png-image_9181556.png,https://tse2.mm.bing.net/th?id=OIP.ZIQwJ3mEiuMDZATnyU1RKAHaHa&pid=Api,https://nbkomputer.com/free-13-butterfly-drawings-in-ai/,1200,1200,Bing
+"Free Butterfly Sketch Cliparts, Download Free Butterfly Sketch Cliparts ...",https://clipart-library.com/image_gallery/n200021.png,https://tse1.mm.bing.net/th?id=OIP.j8sFYEJE9HkoOiQIvPVthgHaHa&pid=Api,https://clipart-library.com/butterfly-sketch-cliparts.html,1400,1400,Bing
+Butterfly Life Cycle Coloring Page - ColoringBay,https://coloringbay.com/wp-content/uploads/butterfly-life-cycle-coloring-page.jpg,https://tse2.mm.bing.net/th?id=OIP.mo_0TgYQZE34Alg1UyIQIwHaFW&pid=Api,https://coloringbay.com/butterfly-coloring-pages/butterfly-life-cycle-coloring-page,1376,1904,Bing
+"Black butterfly, Butterfly Stencil Silhouette Drawing, macaron ...",https://i.pinimg.com/736x/74/22/86/742286059a4d6d1955d670f23b9ce2ef.jpg,https://tse2.mm.bing.net/th?id=OIP.zq8xdJonQo6aT6tVMdt9ugHaGl&pid=Api,https://www.pinterest.co.kr/pin/black-butterfly-butterfly-stencil-silhouette-drawing-macaron-template-brush-footed-butterfly-png--560205641157656526/,654,736,Bing
+Monarch Butterflies Png Clipart,https://i.etsystatic.com/22467704/r/il/ea4f3c/3922777498/il_fullxfull.3922777498_jmio.jpg,https://tse3.mm.bing.net/th?id=OIP.X3FwV4Kmi2wUxA5CXedbFwHaGH&pid=Api,https://animalia-life.club/qa/pictures/monarch-butterflies-png-clipart,1960,2376,Bing
+"Free Butterfly Illustration Black And White, Download Free Butterfly ...",https://clipart-library.com/images/8c65aXdqi.gif,https://tse3.mm.bing.net/th?id=OIP.sDm6SDwWTWAMnE0aLMLJ1QHaGW&pid=Api,https://clipart-library.com/free/butterfly-illustration-black-and-white.html,878,1024,Bing
+Butterfly Sketch,https://bi.fbcd.co/posts/outline-butterfly-sketch-free-drawing-tutorial-63624369b11d2524454607.jpg,https://tse4.mm.bing.net/th?id=OIP.cy4PsykDd106tvIvJ7LNeQHaFL&pid=Api,https://fity.club/lists/suggestions/butterfly-sketch/,1050,1500,Bing
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+Butterfly wall decor 🦋 💖 Transform your room into a serene sanctuary!,https://mamasmusthaves.com/wp-content/uploads/2023/02/butterfly-wall-decor.png,https://tse3.mm.bing.net/th?id=OIP.XTzXWLEpBBgYoGTTNokxUgHaFS&pid=Api,https://mamasmusthaves.com/butterfly-wall-decor/,1000,1400,Bing
+Butterfly Silhouette PNG Images & Picture Free Download - Lovepik,https://img.lovepik.com/element/40169/3141.png_1200.png,https://tse2.mm.bing.net/th?id=OIP.-tKTMQyovC_xHTbE4naiRgHaE9&pid=Api,https://lovepik.com/image-401693141/butterfly-silhouette.html,2020,3020,Bing
+Butterfly Line Drawing: A Step-by-Step Guide - Improve Drawing,https://improvedrawing.com/wp-content/uploads/2022/10/Butterfly-Line-Drawing.jpg,https://tse4.mm.bing.net/th?id=OIP.xDZA6YsjYrrR5D7WBwqKZAHaE8&pid=Api,https://improvedrawing.com/butterfly-line-drawing-a-step-by-step-guide/,800,1200,Bing
+Simple butterfly black and white outline vector SVG line art Stock ...,https://as1.ftcdn.net/v2/jpg/05/32/29/72/1000_F_532297226_RLOIy04pUPxA3DZYQA77x9botr2X9SHh.jpg,https://tse1.mm.bing.net/th?id=OIP.ew6-Vb5FThAEpLC5WFCFRQHaHf&pid=Api,https://stock.adobe.com/images/simple-butterfly-black-and-white-outline-vector-svg-line-art/532297226,1000,989,Bing
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+Monarch butterfly silhouette side view isolated Vector Image,https://cdn5.vectorstock.com/i/1000x1000/17/79/monarch-butterfly-silhouette-side-view-isolated-vector-46331779.jpg,https://tse3.mm.bing.net/th?id=OIP.DmlyqLHBROOjcxX3Rh79jgAAAA&pid=Api,https://www.vectorstock.com/royalty-free-vector/monarch-butterfly-silhouette-side-view-isolated-vector-46331779,511,474,Bing
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+"Free Butterfly Tattoo Designs PNG Transparent Images, Download Free ...",https://clipart-library.com/image_gallery2/Butterfly-Tattoo-Designs-PNG-Picture.png,https://tse3.mm.bing.net/th?id=OIP.Bgkuf_YZz4IZ_yaZPtF3BgHaIG&pid=Api,https://clipart-library.com/butterfly-tattoo-designs-png.html,1121,1024,Bing
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+"இڿڰۣ-ڰۣ— Dungeons E Dragons, Aquarell Tattoos, Morpho Butterfly ...",https://i.pinimg.com/736x/02/be/dc/02bedce73ecc127e3d8e78837382ed94--butterfly-tattoos-cousin.jpg,https://tse3.mm.bing.net/th?id=OIP.XGfpvIw9j3HdfshAX-0i6QHaHo&pid=Api,https://www.pinterest.com/pin/51017408265113803/,759,736,Bing
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+butterfly template free printable butterfly outlines one little project ...,https://flyclipart.com/thumb2/printable-butterfly-outline-coloring-pages-pattern-590337.png,https://tse4.mm.bing.net/th?id=OIP.Y6wc8Owg_Q5ZYOTAmQSiDwHaHa&pid=Api,https://caydentanner.blogspot.com/2022/04/butterfly-template-free-printable.html,840,840,Bing
+Cute Butterfly Coloring Pages For Adults || COLORING-PAGES-PRINTABLE.COM,https://coloring-pages-printable.com/wp-content/uploads/Adults/Butterflies/butterfly-coloring-pages-for-adults-7.GIF,https://tse4.mm.bing.net/th?id=OIP.v-AYdGLTXeEa02FfFbUySAHaHa&pid=Api,https://coloring-pages-printable.com/print/adult-butterflies/butterfly-coloring-pages-for-adults.php?id=7,895,895,Bing
+"Cute Butterfly, Butterfly Frame, Silhouette Png, Black Silhouette ...",https://i.pinimg.com/originals/d4/b9/5b/d4b95b348fd1236d3a599efc53fc39e9.jpg,https://tse2.mm.bing.net/th?id=OIP.OPB3HdrcZU-zzM9ZHJQhlQHaHa&pid=Api,https://www.pinterest.co.uk/pin/download-premium-png-of-butterfly-frame-png-element-transparent-background-by-benjamas-about-butterfly-silhouette-s-in-2023--986569862102331268/,1000,1000,Bing
+coloring pages of butterflies - Clip Art Library,https://clipart-library.com/images/pc7rz7oc9.gif,https://tse1.mm.bing.net/th?id=OIP.ceIBFO5_nO4EzmuGVdKlbQHaFL&pid=Api,https://clipart-library.com/clipart/pc7rz7oc9.htm,600,858,Bing
+[400+] Butterfly Aesthetic Wallpapers | Wallpapers.com,https://wallpapers.com/images/hd/butterfly-aesthetic-black-art-r9pb0g9y9o9olh3s.jpg,https://tse4.mm.bing.net/th?id=OIP.PKSwmv7FXNdOv9scfyz7ZAHaEK&pid=Api,https://wallpapers.com/butterfly-aesthetic,1080,1920,Bing
+Download Simple Black Butterfly With White Outline Wallpaper ...,https://wallpapers.com/images/hd/simple-black-butterfly-with-white-outline-opaoz30pvtudx19s.jpg,https://tse1.mm.bing.net/th?id=OIP.WVmCrOUszETMe8TkxdWl3AHaMs&pid=Api,https://wallpapers.com/wallpapers/simple-black-butterfly-with-white-outline-opaoz30pvtudx19s.html,1262,736,Bing
+Line Drawings Of Butterflies - ClipArt Best,http://www.clipartbest.com/cliparts/acq/edk/acqedkdji.png,https://tse1.mm.bing.net/th?id=OIP.BF7K_HEAbwCc4PpKerBoWQHaKe&pid=Api,http://www.clipartbest.com/line-drawings-of-butterflies,2785,1969,Bing
+Half Butterfly Half Flower SVG | Master Bundles,https://masterbundles.com/wp-content/uploads/edd/2022/09/01.-half-butterfly-half-flower-svg-bundle-1000-x-1500.png,https://tse2.mm.bing.net/th?id=OIP.qb4hMg-cxpUKLReYFZY-ygHaLE&pid=Api,https://masterbundles.com/designstudio/half-butterfly-half-flower-svg/,1495,1000,Bing
+Download Black Butterfly In Dark Backdrop Wallpaper | Wallpapers.com,https://wallpapers.com/images/hd/black-butterfly-in-dark-backdrop-indhfvebfif2c79c.jpg,https://tse3.mm.bing.net/th?id=OIP.Kab_NZVnjPc69DEVtnwyZgHaNL&pid=Api,https://wallpapers.com/wallpapers/black-butterfly-in-dark-backdrop-indhfvebfif2c79c.html,1309,736,Bing
+the butterfly life cycle is shown in black and white,https://i.pinimg.com/736x/ff/f1/15/fff115561a33d0356b91124cf59492bc.jpg,https://tse3.mm.bing.net/th?id=OIP.Kr0PBCalX9oGcpL13hVoHQHaKe&pid=Api,https://www.pinterest.de/pin/printable-butterfly-coloring-pages-for-kids-in-2022--492299803031786737/,1024,724,Bing
+Mono patterns hi-res stock photography and images - Alamy,https://c8.alamy.com/comp/S086Y2/butterfly-S086Y2.jpg,https://tse4.mm.bing.net/th?id=OIP.Qh2KTUgpmJ7f7WADQdWuQgHaJ8&pid=Api,https://www.alamy.com/stock-photo/mono-patterns.html,1390,1035,Bing
+"Illustration Butterfly Art Logo Tattoo Vector, Butterfly, Butterfly ...",https://png.pngtree.com/png-clipart/20230509/original/pngtree-illustration-butterfly-art-logo-tattoo-png-image_9153704.png,https://tse3.mm.bing.net/th?id=OIP.m14g8zdp6SNpBSqWtue9kAHaHa&pid=Api,https://pngtree.com/freepng/illustration-butterfly-art-logo-tattoo-vector_9153704.html,1200,1200,Bing
+Butterfly Clipart-black outline butterfly coloring page with dots and ...,https://classroomclipart.com/image/static7/preview2/black-outline-butterfly-coloring-page-with-dots-and-dots-on-the--57299.jpg,https://tse2.mm.bing.net/th?id=OIP.aWlojzV7b_jzKs_W8UisVAHaGD&pid=Api,https://classroomclipart.com/image/vector-clipart/black-outline-butterfly-coloring-page-with-dots-and-dots-on-the-57299.htm,450,550,Bing
+monarch butterfly tattoo black and white - Natashia Hand,https://i.pinimg.com/originals/05/b3/4c/05b34c5fb27832cc935c075bba19995a.jpg,https://tse4.mm.bing.net/th?id=OIP.y86rdRAhaZMp_JUQGIPsLgHaHa&pid=Api,https://natashiahand.blogspot.com/2022/09/monarch-butterfly-tattoo-black-and-white.html,556,556,Bing
+Butterfly Cut Out Template,https://superstarworksheets.com/wp-content/uploads/2023/02/ButterflyTemplate1Printable.jpg,https://tse2.mm.bing.net/th?id=OIP.35lVXROYBXmgSU9c7GE4tgHaFt&pid=Api,https://animalia-life.club/qa/pictures/butterfly-cut-out-template,386,500,Bing
+clipart of flies cartoon black and white - Clip Art Library,https://clipart-library.com/img/924640.png,https://tse3.mm.bing.net/th?id=OIP.4fW8kuaEgzExLQky7TrYCQHaGh&pid=Api,https://clipart-library.com/clipart/924640.htm,6090,6910,Bing
+Download Elegant Black Butterfly Shining Plain White Wallpaper ...,https://wallpapers.com/images/hd/elegant-black-butterfly-shining-plain-white-2wueee7jcvtw6cpo.jpg,https://tse4.mm.bing.net/th?id=OIP.nJcE1OhVQDlPu3DlC5az5wHaNL&pid=Api,https://wallpapers.com/wallpapers/elegant-black-butterfly-shining-plain-white-2wueee7jcvtw6cpo.html,1272,715,Bing
+White Butterfly Free Stock Photo - Public Domain Pictures,https://www.publicdomainpictures.net/pictures/150000/velka/white-butterfly-1451166596DJ7.jpg,https://tse4.mm.bing.net/th?id=OIP.-DahBIlAt2R6GlY0KDHUZQHaHa&pid=Api,https://www.publicdomainpictures.net/en/view-image.php?image=142497&picture=white-butterfly,1920,1920,Bing
+"Real Butterfly, Yellow Butterfly, Pink Butterfly, Butterfly Wings ...",https://icon-library.com/images/2018/11194388_butterfly-silhouette-portable-network-graphics-png-download.png,https://tse4.mm.bing.net/th?id=OIP.kqpxE5Ql4OLeofNumrRKlwHaKO&pid=Api,https://icon-library.com/png/1094120.html,1216,880,Bing
+"""Unbelievable Compilation of Butterfly Drawing Images in Full 4K ...",https://c8.alamy.com/comp/PMKKAG/butterfly-line-drawing-isolated-on-a-white-background-vector-illustration-eps10-PMKKAG.jpg,https://tse2.mm.bing.net/th?id=OIP.KeMhK0gUzGBGEQvp5tUpUAHaH6&pid=Api,https://lassho.edu.vn/unbelievable-compilation-of-butterfly-drawing-images-in-full-4k-resolution-over-999-captivating-options/,1390,1300,Bing
+Fauna Cut Out Stock Images & Pictures - Alamy,https://c8.alamy.com/comp/2CCER0X/butterfly-x-ray-2CCER0X.jpg,https://tse4.mm.bing.net/th?id=OIP.yKemdZa-ij07qn_ucJmGKQHaH6&pid=Api,https://www.alamy.com/stock-photo/fauna.html?cutout=1&sortBy=relevant,1390,1300,Bing
+Butterfly Outline Free Stock Photo - Public Domain Pictures,https://www.publicdomainpictures.net/pictures/130000/velka/butterfly-outline.jpg,https://tse4.mm.bing.net/th?id=OIP.hqrLI-eOyCCqvWBuczjwZgHaHj&pid=Api,https://www.publicdomainpictures.net/en/view-image.php?image=125945&picture=butterfly-outline,1920,1881,Bing
+Butterfly Clipart Free Stock Photo - Public Domain Pictures,https://www.publicdomainpictures.net/pictures/100000/velka/butterfly-clipart.jpg,https://tse1.mm.bing.net/th?id=OIP.yWkHUv8h-n_9AirYkllEgAHaHa&pid=Api,https://www.publicdomainpictures.net/en/view-image.php?image=95313&picture=butterfly-clipart,1920,1920,Bing
+Stock manipulation hi-res stock photography and images - Alamy,https://c8.alamy.com/comp/2A86GFH/abstract-butterfly-2A86GFH.jpg,https://tse4.mm.bing.net/th?id=OIP.GYIFdIKZexOjutcO2i1d4wHaFc&pid=Api,https://www.alamy.com/stock-photo/stock-manipulation.html,956,1300,Bing
+How to Draw a Butterfly | Design School,https://bi.fbcd.co/posts/outline-butterfly-wing-details-sketch-easy-tutorial-drawing-6362438ce7afd116188613.jpg,https://tse3.mm.bing.net/th?id=OIP.p5GhBz3lNp9ANJqfc4kAdgAAAA&pid=Api,https://designbundles.net/design-school/how-to-draw-a-butterfly,331,474,Bing
+Butterflies And Flower Coloring Pages,https://momlovesbest.com/wp-content/uploads/2023/06/butterfly-coloring-pages-5.webp,https://tse1.mm.bing.net/th?id=OIP.GlL2hR_ihI620hsuRK6lBQHaJo&pid=Api,https://animalia-life.club/qa/pictures/butterflies-and-flower-coloring-pages,1248,960,Bing

net_interp.py ADDED Viewed

	@@ -0,0 +1,21 @@

+import sys
+import torch
+from collections import OrderedDict
+alpha = float(sys.argv[1])
+net_PSNR_path = './models/RRDB_PSNR_x4.pth'
+net_ESRGAN_path = './models/RRDB_ESRGAN_x4.pth'
+net_interp_path = './models/interp_{:02d}.pth'.format(int(alpha*10))
+net_PSNR = torch.load(net_PSNR_path)
+net_ESRGAN = torch.load(net_ESRGAN_path)
+net_interp = OrderedDict()
+print('Interpolating with alpha = ', alpha)
+for k, v_PSNR in net_PSNR.items():
+    v_ESRGAN = net_ESRGAN[k]
+    net_interp[k] = (1 - alpha) * v_PSNR + alpha * v_ESRGAN
+torch.save(net_interp, net_interp_path)

requirements.txt ADDED Viewed

Binary file (1.84 kB). View file

similar_images.py ADDED Viewed

	@@ -0,0 +1,18 @@

+import pandas as pd
+from duckduckgo_search import DDGS
+results = DDGS().images(
+    keywords="butterfly",
+    region="wt-wt",
+    safesearch="off",
+    size=None,
+    color="Monochrome",
+    type_image=None,
+    layout=None,
+    license_image=None,
+    max_results=100,
+)
+for i in results:
+    print(i['image'])

templates/index.html ADDED Viewed

	@@ -0,0 +1,369 @@

+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Image Captioning & VQA Chatbot</title>
+    <link href="https://fonts.googleapis.com/css2?family=Roboto:wght@400;500;700&display=swap" rel="stylesheet">
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css">
+    <style>
+        /* Global Styles */
+        body {
+            background-color: #e5ddd5; /* WhatsApp light gray background */
+            font-family: 'Roboto', sans-serif;
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            min-height: 100vh;
+            margin: 0;
+            color: #333;
+        }
+        .chat-container {
+            background-color: #fff;
+            border-radius: 10px;
+            box-shadow: 0 15px 35px rgba(0, 0, 0, 0.1);
+            width: 100%;
+            max-width: 700px;
+            display: flex;
+            flex-direction: column;
+            overflow: hidden;
+        }
+        .chat-header {
+            background-color: #25d366; /* WhatsApp green */
+            color: #fff;
+            padding: 20px;
+            text-align: center;
+            font-size: 1.6rem;
+            font-weight: 500;
+            border-top-left-radius: 10px;
+            border-top-right-radius: 10px;
+            box-shadow: 0 6px 12px rgba(0, 0, 0, 0.2);
+        }
+        .chat-body {
+            flex: 1;
+            padding: 20px;
+            overflow-y: auto;
+            max-height: 400px;
+            background-color: #f1f1f1; /* Light gray background for messages */
+            border-bottom: 2px solid #ddd;
+        }
+        .chat-footer {
+            padding: 20px;
+            background-color: #ffffff;
+            display: flex;
+            flex-direction: column;
+            align-items: center;
+            border-bottom-left-radius: 30px;
+            border-bottom-right-radius: 30px;
+            box-shadow: 0 6px 12px rgba(0, 0, 0, 0.1);
+        }
+        .chat-bubble {
+            max-width: 75%;
+            margin-bottom: 15px;
+            padding: 12px 18px;
+            border-radius: 25px;
+            font-size: 1rem;
+            line-height: 1.5;
+            transition: all 0.3s ease;
+        }
+        .chat-bubble.bot {
+            background-color: #e4e6eb; /* Light gray color for bot messages */
+            color: #333;
+            border-top-left-radius: 0;
+            align-self: flex-start;
+        }
+        .chat-bubble.user {
+            background-color: #25d366; /* WhatsApp green for user messages */
+            color: #fff;
+            border-top-right-radius: 0;
+            align-self: flex-end;
+        }
+        .form-control {
+            border-radius: 5px;
+            padding: 15px;
+            font-size: 1rem;
+            border: 1px solid #ced4da;
+            transition: all 0.3s ease;
+            width: 100%;
+        }
+        .form-control:focus {
+            box-shadow: 0 0 8px rgba(108, 99, 255, 0.5);
+            border-color: #25d366;
+        }
+        .btn {
+            border-radius: 25px;
+            font-size: 1rem;
+            padding: 12px;
+            width: 100%;
+            font-weight: bold;
+            text-transform: uppercase;
+            transition: all 0.3s ease;
+        }
+        .btn-primary {
+            background-color: #25d366; /* WhatsApp green */
+            border: none;
+        }
+        .btn-primary:hover {
+            background-color: #128c7e;
+        }
+        .upload-container {
+            display: flex;
+            flex-direction: column;
+            align-items: center;
+            gap: 10px;
+        }
+        /* Custom file input */
+        .upload-container input[type="file"] {
+            display: none;
+        }
+        .upload-btn {
+            padding: 15px 30px;
+            border-radius: 30px;
+            background-color: #25d366; /* WhatsApp green */
+            color: white;
+            font-size: 1rem;
+            cursor: pointer;
+            box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1);
+            transition: all 0.3s ease;
+        }
+        .upload-btn:hover {
+            background-color: #128c7e;
+            box-shadow: 0 4px 10px rgba(0, 0, 0, 0.2);
+        }
+        .uploaded-image {
+            max-width: 100%;
+            height: auto;
+            border-radius: 10px;
+            margin-top: 15px;
+            margin-bottom: 5px;
+        }
+        .similar-images-container {
+            margin-top: 15px;
+        }
+        .similar-images-container img {
+            border-radius: 15px;
+            margin: 5px;
+            transition: all 0.3s ease;
+        }
+        .similar-images-container img:hover {
+            transform: scale(1.1);
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.15);
+        }
+        /* Scrollbar styling */
+        .chat-body::-webkit-scrollbar {
+            width: 8px;
+        }
+        .chat-body::-webkit-scrollbar-thumb {
+            background-color: #25d366;
+            border-radius: 4px;
+        }
+        .output-image-container{
+            background-color: #e4e6eb; /* Light gray color for bot messages */
+            color: #333;
+            border-top-left-radius: 0;
+            align-self: flex-start;
+            display: flex;
+            justify-content: space-between;
+        }
+        .output-image-container img{
+            width: 50%;
+            height: auto;
+        }
+        .sample{
+            width: 10px;
+            position: absolute;
+        }
+.download-button {
+    margin-top: 10px;
+    padding: 10px 15px;
+    background-color: #007bff;
+    color: white;
+    border: none;
+    border-radius: 5px;
+    cursor: pointer;
+    font-size: 14px;
+}
+.download-button:hover {
+    background-color: #0056b3;
+}
+    </style>
+</head>
+<body>
+    <div class="chat-container">
+        <div class="chat-header">Image Chatbot</div>
+        <div class="chat-body" id="chat-body">
+            <div class="chat-bubble bot">Hello! Upload an image to get started.</div>
+            {% if image_url %}
+            <div class="chat-bubble user">Image uploaded successfully!</div>
+            <div class="output-image-container">
+    		<img src="{{ image_url }}" class="uploaded-image" alt="Uploaded Image">
+   		<a href="{{ image_url }}" download>
+        		<button class="download-button">Download</button>
+    		</a>
+    		<div class="sample"></div>
+    		<img src="{{ input_image_url }}" class="uploaded-image" alt="Uploaded Image">
+	</div>
+            <div class="chat-bubble bot">
+                Would you like to generate a caption or ask a question about the image?
+            </div>
+            {% endif %}
+            {% if caption %}
+            <div class="chat-bubble bot">
+                Generated Caption: {{ caption }}
+            </div>
+            {% endif %}
+            {% if answer %}
+            <div class="chat-bubble bot">
+                Answer to your question: {{ answer }}
+            </div>
+            {% endif %}
+            {% if similar_images %}
+<div class="similar-images-container">
+    <div class="chat-bubble bot">Here are some similar images:</div>
+    <div id="similar-images-list" class="row">
+        {% for img_url in similar_images %}
+            <div class="col-md-3 mb-3 similar-image" style="display: {{ 'block' if loop.index <= 4 else 'none' }};">
+                <img src="{{ img_url }}" class="img-fluid" alt="Similar Image">
+            </div>
+        {% endfor %}
+    </div>
+    <button id="toggle-button" class="btn btn-primary mt-3">Show More</button>
+</div>
+{% endif %}
+</div>
+        <div class="chat-footer">
+            {% if not image_url %}
+            <div class="upload-container">
+                <form action="{{ url_for('upload_file') }}" method="POST" enctype="multipart/form-data">
+                    <!-- Custom styled file input -->
+                    <label class="upload-btn">
+                        Choose File
+                        <input type="file" class="form-control" id="file" name="file" required>
+                    </label>
+                    <!-- Image preview and file name display -->
+                    <div id="file-name" style="color: #555; font-size: 1rem; margin-top: 10px;"></div>
+                    <div id="image-preview" style="margin-top: 10px;">
+                        <img id="preview-img" src="#" alt="Image Preview" style="max-width: 100%; display: none; border-radius: 20px;">
+                    </div>
+                    <button type="submit" class="btn btn-primary">Upload Image</button>
+                </form>
+            </div>
+            {% else %}
+            <div class="message-container">
+                <form action="{{ url_for('process_image') }}" method="POST">
+                    <input type="hidden" name="image_url" value="{{ image_url }}">
+                    <button type="submit" class="btn btn-info" name="caption">Generate Caption</button>
+                </form>
+                <form action="{{ url_for('process_image') }}" method="POST" class="mt-3">
+                    <input type="hidden" name="image_url" value="{{ image_url }}">
+                    <div class="form-group">
+                        <input type="text" class="form-control" id="question" name="question" placeholder="Ask a question about the image" required>
+                    </div>
+                    <button type="submit" class="btn btn-success" name="vqa">Get Answer</button>
+                </form>
+            </div>
+            {% endif %}
+        </div>
+    </div>
+    <script src="https://code.jquery.com/jquery-3.6.0.min.js"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/js/bootstrap.bundle.min.js"></script>
+    <script>
+        $(document).ready(function () {
+            // Hide all forms initially
+            $('#caption-form').hide();
+            $('#vqa-form').hide();
+            // Show caption form when "Generate Caption" button is clicked
+            $('#generate-caption').click(function() {
+                $('#caption-form').show();
+                $('#vqa-form').hide();
+            });
+            // Show VQA form when "Ask a Question" button is clicked
+            $('#ask-question').click(function() {
+                $('#vqa-form').show();
+                $('#caption-form').hide();
+            });
+            // Hide the "Please enter a question" alert once an answer is displayed
+            {% if answer %}
+                $('.alert-info').hide();
+            {% endif %}
+        });
+        $(document).ready(function () {
+        // Event listener for the file input change
+        $('#file').on('change', function () {
+            var file = this.files[0];
+            if (file) {
+                // Display the file name
+                $('#file-name').text("Selected file: " + file.name);
+                // Create an object URL for the image and display it as a preview
+                var reader = new FileReader();
+                reader.onload = function (e) {
+                    $('#preview-img').attr('src', e.target.result).show();
+                };
+                reader.readAsDataURL(file);
+            } else {
+                $('#file-name').text("");  // Reset file name if no file is selected
+                $('#preview-img').hide();  // Hide preview if no file is selected
+            }
+        });
+    });
+    $(document).ready(function () {
+    const similarImages = $('.similar-image'); // All similar images
+    const toggleButton = $('#toggle-button');
+    let isExpanded = false; // Track state of visibility
+    // Click event for "Show More" / "Show Less"
+    toggleButton.on('click', function () {
+        if (isExpanded) {
+            // Collapse to show only the first 4 images
+            similarImages.slice(4).hide();
+            toggleButton.text('Show More');
+        } else {
+            // Expand to show all images
+            similarImages.show();
+            toggleButton.text('Show Less');
+        }
+        isExpanded = !isExpanded; // Toggle state
+    });
+});
+    </script>
+</body>
+</html>

tokenizer.json ADDED Viewed

The diff for this file is too large to render. See raw diff

transer_RRDB_models.py ADDED Viewed

	@@ -0,0 +1,55 @@

+import os
+import torch
+import RRDBNet_arch as arch
+pretrained_net = torch.load('./models/RRDB_ESRGAN_x4.pth')
+save_path = './models/RRDB_ESRGAN_x4.pth'
+crt_model = arch.RRDBNet(3, 3, 64, 23, gc=32)
+crt_net = crt_model.state_dict()
+load_net_clean = {}
+for k, v in pretrained_net.items():
+    if k.startswith('module.'):
+        load_net_clean[k[7:]] = v
+    else:
+        load_net_clean[k] = v
+pretrained_net = load_net_clean
+print('###################################\n')
+tbd = []
+for k, v in crt_net.items():
+    tbd.append(k)
+# directly copy
+for k, v in crt_net.items():
+    if k in pretrained_net and pretrained_net[k].size() == v.size():
+        crt_net[k] = pretrained_net[k]
+        tbd.remove(k)
+crt_net['conv_first.weight'] = pretrained_net['model.0.weight']
+crt_net['conv_first.bias'] = pretrained_net['model.0.bias']
+for k in tbd.copy():
+    if 'RDB' in k:
+        ori_k = k.replace('RRDB_trunk.', 'model.1.sub.')
+        if '.weight' in k:
+            ori_k = ori_k.replace('.weight', '.0.weight')
+        elif '.bias' in k:
+            ori_k = ori_k.replace('.bias', '.0.bias')
+        crt_net[k] = pretrained_net[ori_k]
+        tbd.remove(k)
+crt_net['trunk_conv.weight'] = pretrained_net['model.1.sub.23.weight']
+crt_net['trunk_conv.bias'] = pretrained_net['model.1.sub.23.bias']
+crt_net['upconv1.weight'] = pretrained_net['model.3.weight']
+crt_net['upconv1.bias'] = pretrained_net['model.3.bias']
+crt_net['upconv2.weight'] = pretrained_net['model.6.weight']
+crt_net['upconv2.bias'] = pretrained_net['model.6.bias']
+crt_net['HRconv.weight'] = pretrained_net['model.8.weight']
+crt_net['HRconv.bias'] = pretrained_net['model.8.bias']
+crt_net['conv_last.weight'] = pretrained_net['model.10.weight']
+crt_net['conv_last.bias'] = pretrained_net['model.10.bias']
+torch.save(crt_net, save_path)
+print('Saving to ', save_path)