Computer Vision and Pattern Recognition, Electrochemistry
3
Scopus Publications
8
Scholar Citations
2
Scholar h-index
Scopus Publications
A Hybrid Network with Multicategory Adversarial Feature Learning: McAFL Fusion Lokesh Gopinath, A. Ruhan Bevi International Journal of Uncertainty Fuzziness and Knowledge Based Systems, 2025 The integration of Near-Infrared and visible images is critical in fields such as surveillance, medical imaging, and remote sensing, necessitating high-quality image fusion. The proposed hybrid image fusion network develops a Near-Infrared and visible image fusion system using a multicategory adversarial mechanism within the feature space. Compared to current methods, this approach’s fusion rules are more rational and perform better. An autoencoder network, trained with spatial and channel attention, extracts feature and reconstructs images. A Generative Adversarial Network then derives fusion rules from the trained encoder’s feature space. The hybrid network includes a feature fusion network (generator) that combines features from the source image and a multiclassifier (discriminator) ensuring the fused features match the probability distribution of both Near-Infrared and visible modes. The trained decoder reconstructs the fused image, preserving salient features. Experimental results show the proposed hybrid network surpasses contemporary techniques like GTF, MDLatLRR, DenseFuse, FusionGAN, and U2Fusion in subjective quality.
A Hybrid Network with Multicategory Adversarial Feature Learning: McAFL Fusion L Gopinath, A Ruhan Bevi International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems … , 2025 2025 Citations: 1
Two-scale decomposition and deep learning fusion for visible and infrared images L Gopinath International Journal of Electrical and Computer Engineering (IJECE) , 2025 2025 Citations: 1
Anisotropic guided filtering and multi-level disintegration method for NIR and visible image fusion L Gopinath, AR Bevi International Conference on Cognitive Computing and Information Processing … , 2023 2023 Citations: 2
A dimensionality reduction method for the fusion of NIR and visible image L Gopinath, A Ruhan Bevi International Conference on Image Processing and Capsule Networks, 629-645 , 2023 2023 Citations: 4
MOST CITED SCHOLAR PUBLICATIONS
A dimensionality reduction method for the fusion of NIR and visible image L Gopinath, A Ruhan Bevi International Conference on Image Processing and Capsule Networks, 629-645 , 2023 2023 Citations: 4
Anisotropic guided filtering and multi-level disintegration method for NIR and visible image fusion L Gopinath, AR Bevi International Conference on Cognitive Computing and Information Processing … , 2023 2023 Citations: 2
A Hybrid Network with Multicategory Adversarial Feature Learning: McAFL Fusion L Gopinath, A Ruhan Bevi International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems … , 2025 2025 Citations: 1
Two-scale decomposition and deep learning fusion for visible and infrared images L Gopinath International Journal of Electrical and Computer Engineering (IJECE) , 2025 2025 Citations: 1
