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From the Editor

Dedicated to Data Science, Machine Learning, and Applied Intelligence, we recently published a series exploring some of the most important developments in Photo Intelligence — including the growing challenge of image authenticity. Let’s face it: we’ve lost the ability to fully trust what we see. Real images are edited, filtered, enhanced, and computationally processed, while AI-generated or AI-enhanced images are no longer obviously fake. As a result, synthetic media analysis increasingly requires a new form of Visual Forensics: technical image analysis that sheds light on often conflicting signals of manipulation, editing, diffusion, provenance, and authenticity. Not just detection — but reasoning and explanation aimed at deeper understanding. We kick off with a post explaining in depth, why AI Image Detection is broken. The next post takes the conceptual shift from uncovering to reasoning. We go Beyond AI Detection in Building SignalLens, probing the processes that contributed to an image becoming what it currently is.

News: there have been reports that for a short while downloads for DedupTool and SignalLens where unavailable – these have been restored!

 

Photo Intelligence

Visual Forensics

Models

LSTM Sequence Length Helper

Helpers for LSTM models For predicting time series, such as the daily or hourly price history of financial assets like cryptocurrencies or stock tickers, LSTM...

ARIMA – SARIMAX models: Optimizing for Training

ARIMA Family Time series forecasting with ARIMA - SARIMAX. These models provide powerful tools for predicting future price values based on historical data patterns. Among...

Data

From Binance Scripts to a Reusable Python Data Package

HdWCryptoData combines Binance Vision archives and recent REST API candles into analysis-ready pandas DataFrames—installable directly from PyPI. HdWCryptoData combines Binance Vision archives and recent REST...

LSTM Sequence Length Helper

Helpers for LSTM models For predicting time series, such as the daily or hourly price history of financial assets like cryptocurrencies or stock tickers, LSTM...

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