On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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3 results for “steganalysis”

Detection based Defense against Adversarial Examples from the Steganalysis Point of Viewcs.CV

Steganalysis improves detection of adversarial examples.

problem Detecting adversarial examples from deep neural networks.

method Enhancing steganalysis features by estimating adversarial attack probabilities.

result The method accurately detects adversarial examples and resists secondary attacks.

steganalysis adversarial examples deep learning feature estimation Fisher Linear Discriminant

2018-06-21abs ↗pdf ↗

SteganoGAN: High Capacity Image Steganography with GANscs.CV

SteganoGAN hides data in images with high capacity and high quality.

problem Hiding secret messages in images without detection.

method Generative adversarial networks (GANs) to optimize image quality and payload size.

result Achieves 4.4 bits per pixel payload, evades steganalysis, works on multiple datasets.

image steganography GANs high capacity perceptual quality steganalysis evasion

2019-01-12abs ↗pdf ↗

Destruction of Image Steganography using Generative Adversarial Networkscs.MM

Generative Adversarial Network purifies images from steganography without degrading quality.

problem Destruction of image steganography while maintaining visual quality.

method Generative Adversarial Network (GAN) optimized for steganography destruction.

result High rate of steganographic content destruction with minimal visual quality degradation.

steganography GAN image processing digital security false positives

2019-12-20abs ↗pdf ↗