Media Insight

Screenshots & Animated Demos

Key features demonstrated with short animations.

GPS Mapping EXIF/GPS

GPS mapping demo in Media Insight — Parse GPS from EXIF and open the location on Google Maps.

Similar Faces FAISS

Find similar faces demo — Face embeddings enable nearest-neighbor search for look‑alikes.

Similar Images Embeddings

Find similar images demo — Global image vectors power fast similarity across the dataset.

Video Handling Frames

Video frames and export demo — Smart frame sampling (≈10/50/90%) and one‑click export of originals.

Restricted / NSFW Signals

Restricted/NSFW flagging demo — Auto‑labels sensitive content with adjustable review workflows.

Collections & Labels Categorization

Collections and labels demo for fast categorization — Group images into collections and apply labels for quick organization and review.

Image View Analysis

Image Analysis - Image View — Direct image rendering inside the analysis workspace.

File Header Metadata

Image Analysis - File Header — Hexadecimal header with EXIF tag parsing and annotations.

Metadata Details Metadata

Image Analysis - Metadata Details — Structured metadata table with groups, descriptions, and values.

Thumbnail Check Metadata

Image Analysis - Thumbnail Check — Compare embedded thumbnails with originals using difference maps.

Error Level Map Tampering

Image Analysis - Error Level Map — ELA highlighting recompressed areas with adjustable parameters.

Contrast Adjustment Tampering

Image Analysis - Contrast Adjustment — Channel consistency and patch analysis to reveal local contrast edits.

Clone Detection Tampering

Image Analysis - Clone Detection — Detect duplicated regions with BRISK and adjustable thresholds.

Filter Detection Tampering

Image Analysis - Filter Detection — Highlight filtered areas via texture and probability maps.

Resampling Check Tampering

Image Analysis - Resampling Check — Fourier-based resampling detection with probability spectrum outputs.

Double JPEG & Grid Tampering

Image Analysis - Double JPEG & Grid — Detects double-quantization artifacts and grid misalignments to reveal recompression traces.

JPEG Ghost Detection Tampering

Image Analysis - JPEG Ghost Detection — Recompression sweeps visualize hidden JPEG ghosts, highlighting suspicious regions.

Quantization & Huffman Check Tampering

Image Analysis - Quantization & Huffman Check — Shows quantization and Huffman tables, scoring anomalies against camera-like defaults.

Social Media Detection Pipeline

Image Analysis - Social Media Detection — Matches recompression fingerprints to identify if an image passed through social platforms.

DeepFake Check AI/ML

Image Analysis - DeepFake Check — Classifier estimates probability of synthetic deepfake generation vs. real imagery.

AI-Generated Check AI/ML

Image Analysis - AI Generated Check — Predicts if an image is AI-generated by analyzing visual consistency indices.

PRNU Fingerprint Camera Attribution

PRNU Fingerprint - Camera Attribution — Compute and compare device fingerprints (PRNU) for camera attribution, with exportable .fprnu files usable in future image comparisons.