Publications

Conference

Anti-Shortcut Distillation via Temporal Negative Knowledge Transfer

Anti-Shortcut Distillation via Temporal Negative Knowledge Transfer

Authors: Syed Muhammad Raza, Omer Tariq, Jeongbae Son
Venue: BMVC 2026
Status: Accepted
Role: 1st Author
SAD-LoRA: Spectral Alignment for Low-Rank Knowledge Distillation

SAD-LoRA: Spectral Alignment for Low-Rank Knowledge Distillation

Authors: Omer Tariq, Syed Muhammad Raza, Jeongbae Son
Venue: ICML 2026 ColorAI Workshop
Status: Accepted
Role: 2nd Author
CylinMamba3D: Geometry-Aware Cylindrical State Space Modeling for 3D Point Clouds

CylinMamba3D: Geometry-Aware Cylindrical State Space Modeling for 3D Point Clouds

Authors: Anonymous, Syed Muhammad Raza
Venue: ECCV 2026
Status: Submitted
Role: 2nd Author
Uncertainty-Aware and Decoder-Aligned Learning for Video Summarization

Uncertainty-Aware and Decoder-Aligned Learning for Video Summarization

Authors: Omer Tariq, Syed Muhammad Raza, Jeongbae Son
Venue: IJCNN 2026
Status: Accepted
Role: 2nd Author

Journal

EdgeDAM: Bounding-Box Distractor-Aware Memory for Real-Time Object Tracking

EdgeDAM: Bounding-Box Distractor-Aware Memory for Real-Time Object Tracking

Authors: Syed Muhammad Raza, Syed Murtaza Hussain Abidi, Omer Tariq
Venue: ISPRS Journal of Photogrammetry and Remote Sensing
Status: Submitted
Role: 1st Author
FSGM-Sum: Factorized Spatio-Temporal Gating Mixer for Efficient Video Summarization

FSGM-Sum: Factorized Spatio-Temporal Gating Mixer for Efficient Video Summarization

Authors: Syed Muhammad Raza
Venue: Pattern Recognition (Q1, IF 9.1)
Status: Minor Revision
Role: 1st Author
DSConvNet: A Lightweight Architecture for Extracting Image Features From Depthwise Separable Convolution Network for Edge Devices

DSConvNet: A Lightweight Architecture for Extracting Image Features From Depthwise Separable Convolution Network for Edge Devices

Authors: Syed Muhammad Raza, Syed Murtaza Hussain Abidi, Md Masuduzzaman, Soo Young Shin
Venue: IEEE Access 2025
Status: Accepted
Role: 1st Author
Lightweight Deep Learning for Visual Perception: A Survey of Models, Compression Strategies, and Edge Deployment Challenges

Lightweight Deep Learning for Visual Perception: A Survey of Models, Compression Strategies, and Edge Deployment Challenges

Authors: Syed Muhammad Raza, Syed Murtaza Hussain Abidi, Md Masuduzzaman, Soo Young Shin
Venue: Neurocomputing 2025
Status: Accepted
Role: 1st Author
SafeVision: Vision–language reasoning for context-aware safety monitoring

SafeVision: Vision–language reasoning for context-aware safety monitoring

Authors: Syed Murtaza Hussain Abidi, Syed Muhammad Raza, Soo Young Shin
Venue: Neurocomputing 2026
Status: Accepted
Role: 2nd Author
CrossFusionKD: A Cross-Modal Knowledge Distillation Framework for UxV Object Detection

CrossFusionKD: A Cross-Modal Knowledge Distillation Framework for UxV Object Detection

Authors: Syed Murtaza Hussain Abidi, Syed Muhammad Raza, Md Masuduzzaman, Soo Young Shin
Venue: Knowledge-Based Systems
Status: Submitted
Role: 2nd Author