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The role of GANs in overcoming occlusion by synthesizing realistic facial textures in the masked regions, thereby restoring the identity cues is focused on.
Transfer learning is applied with a deep learning system based on EfficientNet-B0 for the automatic recognition of ISL letters, which distinguishes almost all ISL alphabet gestures except for similar-looking hand signs, which cause minor confusion.
The results indicate that introducing motion-consistent segmentation and structured decision fusion seems to be a good way for updating the CSLR systems beyond simply endwise paradigms.
Optimize Deep Learning–based Adversarial Defense Mechanism (ODL-ADM) is proposed in this work, which projects adversarial samples into an immune feature space that is both discriminative and resistant to perturbations.
This survey reviews recent progress in infrared–visible image fusion, with emphasis on deep learning methods published between 2018 and 2025, and outlines future directions towards robust, interpretable and resource-efficient fusion systems supported by transparent search protocols, community benchmarks, reproducible c...
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