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IMC Lab

A Dual-Branch Visual-Textual Model for Contextual Scene Awareness

Integrating Panoptic Segmentation and Scene-Graph Decoding

Ahmad Jalal Aymen Siddique

Project Overview

Conventional captioners name objects but not the relationships between them. This model reasons over structure before it writes a word using panoptic segmentation for pixel-level scene parsing and scene-graph decoding for relational understanding. The dual-branch architecture simultaneously processes visual features and textual semantics for contextually rich captions.

System Architecture

RGB Image
Panoptic Segmentation
Scene-Graph Decoder
Dual-Branch Fusion
Caption Generator
Contextual Caption
Scene Graph

Related Publications (8)

Curated from publications by Professor Dr. Hafiz Ahmad Jalal

2024conference

RGB-D Scene Classification: A Unified Framework with Vision Transformers and Contextual Models

MW Ahmed, A Jalal

2024 3rd International Conference on Emerging Trends in Electrical, Control+�n++ +�G�-�, 2024

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2026journal

Enhancing scene understanding using RGB-D visuals and deep learning segmentation models

N Aysha, A Moneerah, A Haita F., A Nouf Abdullah, A Shroo T., J Ahmad, ...

ETRI, 2026

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2026journal

Enhancing Scene Understanding using RGBD Visuals and Deep Learning Segmentation Models

N Aysha, A Moneerah, A Haita F., A Nouf Abdullah, A Shroo T., J Ahmad, ...

ETRI, 2026

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2024journal

Enhanced Data Mining and Visualization of Sensory-Graph-Modeled Datasets through Summarization

H Syed Jalaluddin, A Bayan, M Naif Al, A Asaad, J Ahmad, L Hui

Sensors, 2024

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2024conference

A Novel Depth Scene Classification with Vision Transformer and ResNet Model

MW Ahmed, A Jalal

2024 26th International Multi-Topic Conference (INMIC), 1-6, 2024

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2024conference

Dynamic Adoptive Gaussian Mixture Model for Multi-Object Detection Over Natural Scenes

A Muhammad Waqas, J Ahmad

ICACS\'24, 2024

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2019journal

Scene Understanding and Recognition: Statistical Segmented Model using Geometrical Features and Gaussian Na+�-�ve Bayes

AR Adnan, A Jalal, A Abrar

Applied and Engineering Mathematics, 2019

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2026journal

Individual Sport Activity Detection using Yolo-NAS and Hidden Semi-Markov Model

S Zaryab, N Shaheryar, J Ahmad

KHI HTC 2026, 2026

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