PAR Contest 2023 -- Contest 2023: Pedestrian Attributes Recognition with Multi-Task Learning -- Evaluation of a Visual Question Answering Architecture for Pedestrian Attribute Recognition -- Deep Learning -- True Rank Guided Efficient Neural Architecture Search for End to End Low-Complexity Network Discovery -- Explainability-enhanced neural network for thoracic diagnosis improvement -- A comparison of neural network-based super-resolution models on 3D rendered images -- Safe Robot Navigation in Indoor Healthcare Workspaces -- EMBiL: An English-Manipuri Bi-lingual benchmark for scene text detection and language identification -- Low-dimensionality information extraction model for semi-structured documents -- Machine Learning for Image and Pattern Analysis -- Downsampling GAN for Small Object Data Augmentation -- Model regularisation for skin lesion symmetry classification: SymDerm v2.0 -- Robust Adversarial Defense: Use of Auto-Inpainting -- Generalized Median Computation for Consensus Learning: A Brief Survey -- Efficient Representation Learning for Inner Speech Domain Generalization -- Using Diffusion Models for Dataset Generation: Prompt Engineering vs. Fine-tuning -- Towards Robust Colour Texture Classification with Limited Training Data -- Explaining StyleGAN Synthesized Swimmer Images in Low-Dimensional Space -- Interpolation Kernel Machines: Reducing Multiclass to Binary -- Knowledge Guided Deep Learning for General-Purpose Computer Vision Applications -- Teaching Computer Programming with Mathematics for Generating Digital Videos and Machine Learning Optimization -- Performance characterization of 2D CNN features for partial video copy detection -- Semi-Automated Patch-based Segmentation of Different Size Groups of Brain Metastases in MRI Images -- Texture analysis contribution to evaluating the common carotid artery's stroke risk using structural equation modeling -- Object Recognition and Segmentation -- Domain-Adaptive Data Synthesis for Large-Scale Supermarket Product Recognition -- PSM-PS: Part-based Signal Modulation for Person Search -- Fast Video Instance Segmentation via Recurrent Encoder-based Transformers -- Fast Context Adaptation for Video Object Segmentation -- ALPR - A Method for Identifying License Plates using Sequential Information -- Non-separable Moments in 3D.