.- Do not look so locally to fish skins: Improved YOLOv7 for fish disease detection with Transformers. .- MDDAMFN: Mixed Dual-Direction Attention Mechanism to Enhance Facial Expression. .- A brief review of state-of-the-art classification methods on benchmark Peripheral Blood Smears datasets. .- Detection and Monocular Depth Estimation of Ghost Nets. .- DiffMamba: Leveraging Mamba for Effective Fusion of Noise and Conditional Features in Diffusion Models for Skin Lesion Segmentation. .- UDC-Mamba: Deep State Space Model for Under Display Camera Image Restoration. .- Walking Direction Estimation using Silhouette and Skeletal Representations. .- Realizing GAN Potential for Image Generation and Image-To-Image Translation Using Pix2Pix. .- DSFF-Net: Depthwise Separable U-Net with Feature Fusion for Polyp Segmentation towards Hardware Deployment. .- Cattle Identification through Multi-Biometric Features and Edge Device. .- Fast sparse SAR Image Reconstruction Using Sparsity Independent Regularized Pursuit. .- Space Varying Motion Blur Degradation Dataset and Model for Semantic Segmentation. .- Multi-class classification of Gastrointestinal Disease detection using Vision Transformers. .- MGC: Music Genre Classification Using a Hybrid CNN-LSTM Model with MFCC Input. .- DBTC-Net: Dual-Branch Transformer-CNN Network for Brain Tumor Segmentation.