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| content="ImageForensics-Detect: Research-grade AI vs Real image detection using multi-branch deep learning forensic analysis." /> |
| <title>ImageForensics-Detect | AI vs Real Image Analyzer</title> |
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| <header class="header"> |
| <div class="header-inner"> |
| <div class="logo"> |
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| <div class="logo-text-group"> |
| <div class="logo-main"><span class="logo-title">ImageForensics</span><span class="logo-accent">Detect</span> |
| </div> |
| <div class="logo-sub">Multi-Branch Forensic Analysis System</div> |
| </div> |
| </div> |
| <nav class="header-badges"> |
| <span class="badge badge-research">🎓 B.Tech Final Year</span> |
| <span class="badge badge-research">IEEE-Grade Research</span> |
| <span class="badge badge-live" id="serverStatus">● Connecting...</span> |
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| </header> |
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| <div class="stats-bar"> |
| <div class="stats-inner"> |
| <div class="stat-item"> |
| <div class="stat-value">99.30%</div> |
| <div class="stat-label">ViT Accuracy</div> |
| </div> |
| <div class="stat-divider"></div> |
| <div class="stat-item"> |
| <div class="stat-value">120K</div> |
| <div class="stat-label">Training Images</div> |
| </div> |
| <div class="stat-divider"></div> |
| <div class="stat-item"> |
| <div class="stat-value">5</div> |
| <div class="stat-label">Forensic Branches</div> |
| </div> |
| <div class="stat-divider"></div> |
| <div class="stat-item"> |
| <div class="stat-value">2+2+1</div> |
| <div class="stat-label">DL + Classical + Fusion</div> |
| </div> |
| <div class="stat-divider"></div> |
| <div class="stat-item"> |
| <div class="stat-value">86M</div> |
| <div class="stat-label">ViT Parameters</div> |
| </div> |
| </div> |
| </div> |
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| <main class="main"> |
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| <section class="upload-section"> |
| <div class="section-label">STEP 1 — UPLOAD IMAGE FOR FORENSIC ANALYSIS</div> |
| <div class="upload-zone" id="uploadZone"> |
| <input type="file" id="fileInput" accept="image/*" hidden /> |
| <div class="upload-icon"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" |
| stroke-linejoin="round"> |
| <path d="M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4" /> |
| <polyline points="17 8 12 3 7 8" /> |
| <line x1="12" y1="3" x2="12" y2="15" /> |
| </svg> |
| </div> |
| <div class="upload-title">Drop an image here or click to upload</div> |
| <div class="upload-sub">Supports JPG · PNG · WebP · BMP · Max 15 MB</div> |
| <div class="upload-hint">System detects: <strong>Real Camera Photo</strong> vs <strong>AI-Generated |
| Image</strong></div> |
| <button class="btn-upload" id="selectBtn">Select Image</button> |
| <div class="upload-formats"> |
| <span class="fmt-chip">JPEG</span> |
| <span class="fmt-chip">PNG</span> |
| <span class="fmt-chip">WebP</span> |
| <span class="fmt-chip">BMP</span> |
| </div> |
| </div> |
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| |
| <div class="preview-area" id="previewArea" style="display:none"> |
| <img id="previewImg" class="preview-img" alt="Uploaded image preview" /> |
| <div class="preview-info"> |
| <div id="fileName" class="preview-filename"></div> |
| <div id="fileSize" class="preview-filesize"></div> |
| <div class="preview-ready">✅ Ready for forensic analysis</div> |
| </div> |
| <div class="preview-actions"> |
| <button class="btn-analyze" id="analyzeBtn"> |
| <span class="btn-icon">⚡</span> Analyze Image |
| </button> |
| <button class="btn-clear" id="clearBtn">✕ Clear</button> |
| </div> |
| </div> |
| </section> |
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| |
| <div class="analyzing-state" id="analyzingState" style="display:none"> |
| <div class="spinner-container"> |
| <div class="spinner-ring"></div> |
| <div class="spinner-core"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" |
| stroke-linejoin="round"> |
| <circle cx="11" cy="11" r="8" /> |
| <line x1="21" y1="21" x2="16.65" y2="16.65" /> |
| </svg> |
| </div> |
| </div> |
| <div class="analyzing-title">Running 5-Branch Forensic Analysis...</div> |
| <div class="analyzing-steps" id="analyzingSteps"> |
| <div class="step-item" id="step-spectral">○ Spectral FFT/DCT Frequency Analysis</div> |
| <div class="step-item" id="step-edge">○ Edge & Gradient Forensics</div> |
| <div class="step-item" id="step-cnn">○ CNN Texture Analysis (EfficientNet-B0)</div> |
| <div class="step-item" id="step-vit">○ ViT Global Semantic Analysis (99.30% acc)</div> |
| <div class="step-item" id="step-diffusion">○ Diffusion Residual Noise Analysis</div> |
| <div class="step-item" id="step-fusion">○ Certainty-Weighted Probabilistic Fusion</div> |
| </div> |
| </div> |
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| <section class="results-section" id="resultsSection" style="display:none"> |
| <div class="section-label">STEP 2 — FORENSIC ANALYSIS RESULTS</div> |
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| <div class="verdict-card" id="verdictCard"> |
| <div class="verdict-icon" id="verdictIcon"></div> |
| <div class="verdict-content"> |
| <div class="verdict-label">Final Prediction</div> |
| <div class="verdict-text" id="verdictText"></div> |
| <div class="verdict-sub" id="verdictSub"></div> |
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| <div class="prob-bar-section"> |
| <div class="prob-bar-labels"> |
| <span class="prob-label-real">📷 Real</span> |
| <span class="prob-label-fake">🤖 AI-Generated</span> |
| </div> |
| <div class="prob-bar-track"> |
| <div class="prob-bar-real" id="probBarReal"></div> |
| <div class="prob-bar-fake" id="probBarFake"></div> |
| </div> |
| <div class="prob-bar-values"> |
| <span id="probRealPct"></span> |
| <span id="probFakePct"></span> |
| </div> |
| </div> |
| </div> |
| <div class="confidence-ring-wrap"> |
| <svg class="confidence-ring" viewBox="0 0 120 120"> |
| <circle cx="60" cy="60" r="50" class="ring-bg" /> |
| <circle cx="60" cy="60" r="50" class="ring-fill" id="ringFill" /> |
| </svg> |
| <div class="confidence-center"> |
| <div class="conf-value" id="confValue"></div> |
| <div class="conf-label">Confidence</div> |
| </div> |
| </div> |
| </div> |
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| |
| <div class="branches-grid" id="branchesGrid"> |
| <div class="branches-header"> |
| <div class="section-label" style="margin:0">BRANCH-LEVEL FORENSIC SCORES</div> |
| <div class="branches-legend"> |
| <span><span class="legend-dot real"></span> Real</span> |
| <span><span class="legend-dot fake"></span> AI-Generated</span> |
| <span class="legend-note">Bar = Fake Probability · Weight = Fusion Contribution</span> |
| </div> |
| </div> |
|
|
| |
| <div class="branch-card" id="bc-spectral"> |
| <div class="branch-icon spectral"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" |
| stroke-linejoin="round"> |
| <path d="M2 10s3-3 3-3 2 1 2 1 3-3 3-3 2 1 2 1 3-3 3-3" /> |
| <path d="M22 14s-3 3-3 3-2-1-2-1-3 3-3 3-2-1-2-1-3 3-3 3" /> |
| </svg> |
| </div> |
| <div class="branch-info"> |
| <div class="branch-name">Spectral Branch <span class="branch-tag">Signal</span></div> |
| <div class="branch-desc">FFT/DCT frequency-domain artifact detection</div> |
| <div class="branch-bar-wrap"> |
| <div class="branch-bar" id="bar-spectral"></div> |
| </div> |
| </div> |
| <div class="branch-score-col"> |
| <div class="branch-prob" id="prob-spectral"></div> |
| <div class="branch-conf" id="conf-spectral"></div> |
| <div class="branch-weight" id="weight-spectral"></div> |
| </div> |
| </div> |
|
|
| |
| <div class="branch-card" id="bc-edge"> |
| <div class="branch-icon edge"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" |
| stroke-linejoin="round"> |
| <path d="M12 3v18" /> |
| <path d="M3 12h18" /> |
| <path d="M18 9l-3 3 3 3" /> |
| <path d="M6 9l3 3-3 3" /> |
| </svg> |
| </div> |
| <div class="branch-info"> |
| <div class="branch-name">Edge Branch <span class="branch-tag">Signal</span></div> |
| <div class="branch-desc">Sobel/Laplacian edge & gradient statistics</div> |
| <div class="branch-bar-wrap"> |
| <div class="branch-bar" id="bar-edge"></div> |
| </div> |
| </div> |
| <div class="branch-score-col"> |
| <div class="branch-prob" id="prob-edge"></div> |
| <div class="branch-conf" id="conf-edge"></div> |
| <div class="branch-weight" id="weight-edge"></div> |
| </div> |
| </div> |
|
|
| |
| <div class="branch-card" id="bc-cnn"> |
| <div class="branch-icon cnn"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" |
| stroke-linejoin="round"> |
| <path d="M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z" /> |
| <path d="M12 8v4" /> |
| <path d="M12 16h.01" /> |
| </svg> |
| </div> |
| <div class="branch-info"> |
| <div class="branch-name">CNN Branch <span class="branch-tag trained">Trained</span></div> |
| <div class="branch-desc">EfficientNet-B0 texture & patch analysis</div> |
| <div class="branch-bar-wrap"> |
| <div class="branch-bar" id="bar-cnn"></div> |
| </div> |
| </div> |
| <div class="branch-score-col"> |
| <div class="branch-prob" id="prob-cnn"></div> |
| <div class="branch-conf" id="conf-cnn"></div> |
| <div class="branch-weight" id="weight-cnn"></div> |
| </div> |
| </div> |
|
|
| |
| <div class="branch-card" id="bc-vit"> |
| <div class="branch-icon vit"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" |
| stroke-linejoin="round"> |
| <circle cx="12" cy="12" r="3" /> |
| <path |
| d="M19.4 15a1.65 1.65 0 0 0 .33 1.82l.06.06a2 2 0 0 1 0 2.83 2 2 0 0 1-2.83 0l-.06-.06a1.65 1.65 0 0 0-1.82-.33 1.65 1.65 0 0 0-1 1.51V21a2 2 0 0 1-2 2 2 2 0 0 1-2-2v-.09A1.65 1.65 0 0 0 9 19.4a1.65 1.65 0 0 0-1.82.33l-.06.06a2 2 0 0 1-2.83 0 2 2 0 0 1 0-2.83l.06-.06a1.65 1.65 0 0 0 .33-1.82 1.65 1.65 0 0 0-1.51-1H3a2 2 0 0 1-2-2 2 2 0 0 1 2-2h.09A1.65 1.65 0 0 0 4.6 9a1.65 1.65 0 0 0-.33-1.82l-.06-.06a2 2 0 0 1 0-2.83 2 2 0 0 1 2.83 0l.06.06a1.65 1.65 0 0 0 1.82.33H9a1.65 1.65 0 0 0 1-1.51V3a2 2 0 0 1 2-2 2 2 0 0 1 2 2v.09a1.65 1.65 0 0 0 1 1.51 1.65 1.65 0 0 0 1.82-.33l.06-.06a2 2 0 0 1 2.83 0 2 2 0 0 1 0 2.83l-.06.06a1.65 1.65 0 0 0-.33 1.82V9a1.65 1.65 0 0 0 1.51 1H21a2 2 0 0 1 2 2 2 2 0 0 1-2 2h-.09a1.65 1.65 0 0 0-1.51 1z" /> |
| </svg> |
| </div> |
| <div class="branch-info"> |
| <div class="branch-name">ViT Branch <span class="branch-tag trained">99.30%</span></div> |
| <div class="branch-desc">Vision Transformer global semantic analysis</div> |
| <div class="branch-bar-wrap"> |
| <div class="branch-bar" id="bar-vit"></div> |
| </div> |
| </div> |
| <div class="branch-score-col"> |
| <div class="branch-prob" id="prob-vit"></div> |
| <div class="branch-conf" id="conf-vit"></div> |
| <div class="branch-weight" id="weight-vit"></div> |
| </div> |
| </div> |
|
|
| |
| <div class="branch-card" id="bc-diffusion"> |
| <div class="branch-icon diffusion"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" |
| stroke-linejoin="round"> |
| <path d="M4.5 16.5c-1.5 1.26-2 3.1 -1 4.5s3.1 1.67 4.5.3 2.1-3.21 1.1-4.7-3.1-1.36-4.6-.1z" /> |
| <path d="M15 7c-1.5 1.26-2 3.1 -1 4.5s3.1 1.67 4.5.3 2.1-3.21 1.1-4.7-3.1-1.36-4.6-.1z" /> |
| <path d="M8 8c-1.5 1.26-2 3.1 -1 4.5s3.1 1.67 4.5.3 2.1-3.21 1.1-4.7-3.1-1.36-4.6-.1z" /> |
| </svg> |
| </div> |
| <div class="branch-info"> |
| <div class="branch-name">Diffusion Branch <span class="branch-tag">Signal</span></div> |
| <div class="branch-desc">Noise residual & denoising trace analysis</div> |
| <div class="branch-bar-wrap"> |
| <div class="branch-bar" id="bar-diffusion"></div> |
| </div> |
| </div> |
| <div class="branch-score-col"> |
| <div class="branch-prob" id="prob-diffusion"></div> |
| <div class="branch-conf" id="conf-diffusion"></div> |
| <div class="branch-weight" id="weight-diffusion"></div> |
| </div> |
| </div> |
| </div> |
|
|
| |
| <div class="viz-section"> |
| <div class="section-label">STEP 3 — EXPLAINABILITY VISUALIZATIONS</div> |
| <div class="viz-grid"> |
|
|
| <div class="viz-card" id="viz-gradcam"> |
| <div class="viz-label" id="gradcam-label">Saliency Heatmap</div> |
| <div class="viz-sub" id="gradcam-sub">Suspicious regions highlighted</div> |
| <div class="viz-img-wrap"> |
| <img id="img-gradcam" class="viz-img" alt="Grad-CAM / Saliency heatmap" /> |
| <div class="viz-unavailable" id="gradcam-unavail" style="display:none"> |
| ⚠ Visualization unavailable |
| </div> |
| </div> |
| </div> |
|
|
| <div class="viz-card"> |
| <div class="viz-label">Spectral Heatmap (FFT)</div> |
| <div class="viz-sub">Frequency-domain anomaly map</div> |
| <div class="viz-img-wrap"> |
| <img id="img-spectrum" class="viz-img" alt="FFT Spectral heatmap" /> |
| </div> |
| </div> |
|
|
| <div class="viz-card"> |
| <div class="viz-label">Spectral Annotated</div> |
| <div class="viz-sub">High-frequency peak markers</div> |
| <div class="viz-img-wrap"> |
| <img id="img-spectrum-ann" class="viz-img" alt="Annotated spectrum" /> |
| </div> |
| </div> |
|
|
| <div class="viz-card"> |
| <div class="viz-label">Diffusion Noise Map</div> |
| <div class="viz-sub">Residual denoising traces</div> |
| <div class="viz-img-wrap"> |
| <img id="img-noise" class="viz-img" alt="Noise residual map" /> |
| </div> |
| </div> |
|
|
| <div class="viz-card"> |
| <div class="viz-label">Edge Map</div> |
| <div class="viz-sub">Structural edge forensics</div> |
| <div class="viz-img-wrap"> |
| <img id="img-edge" class="viz-img" alt="Edge map" /> |
| </div> |
| </div> |
|
|
| </div> |
| </div> |
|
|
| |
| <div class="warning-banner" id="lowCertaintyBanner" style="display:none"> |
| ⚠ <strong>Low Certainty:</strong> Branch signals are not strongly aligned. |
| Consider using a higher-resolution image for more reliable results. |
| </div> |
|
|
| |
| <div style="text-align:center; margin-top:2.5rem"> |
| <button class="btn-analyze" id="analyzeAnotherBtn" onclick="resetUI()"> |
| 🔄 Analyze Another Image |
| </button> |
| </div> |
| </section> |
|
|
| |
| <div class="error-banner" id="errorBanner" style="display:none"> |
| <span class="error-icon">⚠</span> |
| <span id="errorMsg"></span> |
| </div> |
| </main> |
|
|
| |
| <section class="how-section"> |
| <div class="how-inner"> |
| <div class="how-step"> |
| <div class="how-icon"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2"> |
| <path d="M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4M17 8l-5-5-5 5M12 3v12" /> |
| </svg> |
| </div> |
| <div class="how-title">Upload</div> |
| <div class="how-desc">Drag & drop any image — real photo or AI-generated</div> |
| </div> |
| <div class="how-arrow">→</div> |
| <div class="how-step"> |
| <div class="how-icon"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2"> |
| <circle cx="12" cy="12" r="10" /> |
| <path d="M12 16v-4M12 8h.01" /> |
| </svg> |
| </div> |
| <div class="how-title">5-Branch Analysis</div> |
| <div class="how-desc">Spectral · Edge · CNN · ViT · Diffusion run in parallel</div> |
| </div> |
| <div class="how-arrow">→</div> |
| <div class="how-step"> |
| <div class="how-icon"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" |
| stroke-linejoin="round"> |
| <path d="M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z" /> |
| </svg> |
| </div> |
| <div class="how-title">Fusion</div> |
| <div class="how-desc">Certainty-weighted probabilistic fusion</div> |
| </div> |
| <div class="how-arrow">→</div> |
| <div class="how-step"> |
| <div class="how-icon"> |
| <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2"> |
| <path d="M18 20V10M12 20V4M6 20v-6" /> |
| </svg> |
| </div> |
| <div class="how-title">Results</div> |
| <div class="how-desc">Prediction, confidence & explainability maps</div> |
| </div> |
| </div> |
| </section> |
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| <div class="footer-col-title">Detection Branches</div> |
| <ul class="footer-list highlight"> |
| <li><svg class="footer-icon spectral"> |
| <path d="M2 10s3-3 3-3 2 1 2 1 3-3 3-3 2 1 2 1 3-3 3-3" /> |
| <path d="M22 14s-3 3-3 3-2-1-2-1-3 3-3 3-2-1-2-1-3 3-3 3" /> |
| </svg> Spectral — FFT/DCT</li> |
| <li><svg class="footer-icon edge"> |
| <path d="M12 3v18M3 12h18M18 9l-3 3 3 3M6 9l3 3-3 3" /> |
| </svg> Edge — Sobel/Laplacian</li> |
| <li><svg class="footer-icon cnn"> |
| <path d="M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z" /> |
| <path d="M12 8v4M12 16h.01" /> |
| </svg> CNN — Texture & Patches</li> |
| <li><svg class="footer-icon vit"> |
| <circle cx="12" cy="12" r="3" /> |
| <path d="M12 5V3M12 21v-2M5 12H3m18 0h-2M7 7L5.6 5.6m12.8 12.8L17 17M7 17l-1.4 1.4M18.4 5.6L17 7" /> |
| </svg> ViT — Global Semantics <span class="footer-accuracy">99.30%</span></li> |
| <li><svg class="footer-icon diffusion"> |
| <path d="M4.5 16.5c-1.5 1.26-2 3.1 -1 4.5s3.1 1.67 4.5.3 2.1-3.21 1.1-4.7-3.1-1.36-4.6-.1z" /> |
| <path d="M15 7c-1.5 1.26-2 3.1 -1 4.5s3.1 1.67 4.5.3 2.1-3.21 1.1-4.7-3.1-1.36-4.6-.1z" /> |
| </svg> Diffusion — Noise Residuals</li> |
| <li><svg class="footer-icon fusion"> |
| <path d="M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z" /> |
| </svg> Fusion — Certainty-Weighted</li> |
| </ul> |
| </div> |
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| <div class="footer-col divider"> |
| <div class="footer-col-title">Research References</div> |
| <ul class="footer-list mini"> |
| <li>Wang et al. (2020) — CNN</li> |
| <li>Frank et al. (2020) — FFT</li> |
| <li>Corvi et al. (2023) — Diffusion</li> |
| <li>Ojha et al. (2023) — Universal Det.</li> |
| <li>Selvaraju et al. (2017) — Grad-CAM</li> |
| </ul> |
| <div class="footer-col-title" style="margin-top:1.5rem">Dataset</div> |
| <ul class="footer-list mini"> |
| <li>CIFAKE — 120K images</li> |
| <li>Stable Diffusion v1.4 generated</li> |
| </ul> |
| </div> |
| </div> |
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| <div class="footer-bar-left">© 2024 ImageForensics-Detect · B.Tech Final Year Project</div> |
| <div class="footer-bar-center">Built with ❤️ using Python · TensorFlow · PyTorch · FastAPI</div> |
| <div class="footer-bar-right">Multi-branch certainty-weighted probabilistic fusion</div> |
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