Attention-Boosted Neural Networks Face Off in the Hunt for Deepfakes
A controlled comparison shows attention-enhanced DenseNet121 reaching 97.4 percent accuracy for deepfake detection while a lighter MobileNetV2 variant offers a ...
Tag: generative adversarial networks
New AI Model Catches Deepfakes by Listening and Watching Simultaneously
A multimodal AI model called ERF-BA-TFD+ detects and localizes audio-visual deepfakes by cross-reconstructing audio and video features and reasoning over ...
AI Learns to Balance Text and Images to Fill Gaps in Knowledge Graphs
A new adversarial training method called MI-MKGC dynamically balances text, image, and structural information to predict missing facts in multimodal ...
AI Learns to Fake Radar Signatures, Pushing Human Activity Recognition Past 99%
Researchers in India have developed a generative adversarial framework that synthesizes realistic radar micro-Doppler spectrograms, lifting human activity recognition accuracy ...
Machine Learning’s Blind Spot: The Hidden Adversarial Threats to Unsupervised AI
A systematic review of 93 studies reveals eight attack types and nine defence types across six categories of unsupervised machine ...
AI System Turns Sketches Drawn in Mid-Air Into Clay-Style Art
Researchers have built Inklude, a two-stage AI framework that recognizes sketches drawn in mid-air and transforms them into stylized clay-like ...
Genetic Algorithms and GANs Converge: New Scientometric Map Reveals a Booming Field
A new scientometric review maps the rapid rise of research combining genetic algorithms with generative adversarial networks, revealing explosive growth ...
Reinforcement Learning Is Reshaping How AI Generates Images, Video, and 3D Worlds
A comprehensive new survey documents how reinforcement learning has become a foundational tool for aligning image, video, and 3D generative ...
Deepfakes Grow Hyper-Realistic as Survey Maps the Fake-Detection Arms Race
A comprehensive new survey in Multimedia Tools and Applications maps deepfake generation techniques from GANs to diffusion models and finds ...
One-Sentence Image Editing Gets Its First Complete Scientific Roadmap
A new survey maps the full landscape of instruction-based image editing, from GAN origins to diffusion and autoregressive systems, and ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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