Muhammad Shahzad

Orcid: 0000-0002-8278-9118

Affiliations:
  • Technical University of Munich (TUM), Data Science in Earth Observation, Munich, Germany
  • National University of Sciences and Technology (NUST), School of Electrical Engineering and Computer Science (SEECS), Islamabad, Pakistan
  • Technical University of Munich (TUM), Chair of Remote Sensing Technology, Munich, Germany (PhD 2016)


According to our database1, Muhammad Shahzad authored at least 56 papers between 2012 and 2024.

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Timeline

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Bibliography

2024
Smart surveillance with simultaneous person detection and re-identification.
Multim. Tools Appl., February, 2024

Vision-Based 3-D Localization of UAV Using Deep Image Matching.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Beyond local patches: Preserving global-local interactions by enhancing self-attention via 3D point cloud tokenization.
Pattern Recognit., 2024

2023
Person re-identification: A retrospective on domain specific open challenges and future trends.
Pattern Recognit., October, 2023

A survey of uncertainty in deep neural networks.
Artif. Intell. Rev., October, 2023

Per-former: rethinking person re-identification using transformer augmented with self-attention and contextual mapping.
Vis. Comput., September, 2023

DCARN: Deep Context Aware Recurrent Neural Network for Semantic Segmentation of Large Scale Unstructured 3D Point Cloud.
Neural Process. Lett., April, 2023

Ubiquitous vision of transformers for person re-identification.
Mach. Vis. Appl., March, 2023

Residual learning with annularly convolutional neural networks for classification and segmentation of 3D point clouds.
Neurocomputing, March, 2023

Attention augmented distance regression and classification network for nuclei instance segmentation and type classification in histology images.
Biomed. Signal Process. Control., 2023

Towards a Benchmark EO Semantic Segmentation Dataset for Uncertainty Quantification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Time Series-based Active Labeling Framework for Curating a Multispectral Sentinel 2 Imagery Dataset for Crop Type Mapping.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022
Unsupervised Single-Scene Semantic Segmentation for Earth Observation.
IEEE Trans. Geosci. Remote. Sens., 2022

Supervised Change Detection Using Prechange Optical-SAR and Postchange SAR Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022

A multiapproach generalized framework for automated solution suggestion of support tickets.
Int. J. Intell. Syst., 2022

Deep dual stream residual network with contextual attention for pansharpening of remote sensing images.
CoRR, 2022

Orientation aware weapons detection in visual data: a benchmark dataset.
Computing, 2022

Extraction of Rice Phenological Metrics Using Temporally Correlated Multispectral Drone Imagery.
Proceedings of the 16th International Conference on Signal-Image Technology & Internet-Based Systems, 2022

Multimodal Knowledge Reasoning for Enhanced Visual Question Answering.
Proceedings of the 16th International Conference on Signal-Image Technology & Internet-Based Systems, 2022

Mitigating Distribution Shift for Multi-Sensor Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021
Assisting UAV Localization Via Deep Contextual Image Matching.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Stochastic attentions and context learning for person re-identification.
PeerJ Comput. Sci., 2021

Dense-CaptionNet: a Sentence Generation Architecture for Fine-grained Description of Image Semantics.
Cogn. Comput., 2021

UCL: Unsupervised Curriculum Learning for water body classification from remote sensing imagery.
Int. J. Appl. Earth Obs. Geoinformation, 2021

Segmentation of VHR EO Images using Unsupervised Learning.
Proceedings of MACLEAN: MAChine Learning for EArth ObservatioN Workshop co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2021), 2021

Progressive Unsupervised Deep Transfer Learning for Forest Mapping in Satellite Image.
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

QuantYOLO: A High-Throughput and Power-Efficient Object Detection Network for Resource and Power Constrained UAVs.
Proceedings of the 2021 Digital Image Computing: Techniques and Applications, 2021

Burnt Forest Estimation from Sentinel-2 Imagery of Australia using Unsupervised Deep Learning.
Proceedings of the 2021 Digital Image Computing: Techniques and Applications, 2021

2020
Multisized Object Detection Using Spaceborne Optical Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Person Re-Identification Using Deep Modeling of Temporally Correlated Inertial Motion Patterns.
Sensors, 2020

Sustainable Vehicle-Assisted Edge Computing for Big Data Migration in Smart Cities.
IEEE Internet Things J., 2020

Exploring Deep 3D Spatial Encodings for Large-Scale 3D Scene Understanding.
CoRR, 2020

FGCN: Deep Feature-based Graph Convolutional Network for Semantic Segmentation of Urban 3D Point Clouds.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019
Buildings Detection in VHR SAR Images Using Fully Convolution Neural Networks.
IEEE Trans. Geosci. Remote. Sens., 2019

VR-PROUD: Vehicle Re-identification using PROgressive Unsupervised Deep architecture.
Pattern Recognit., 2019

Move Your Body: Age Estimation Based on Chest Movement During Normal Walk.
IEEE Access, 2019

DPRNet: Deep 3D Point Based Residual Network for Semantic Segmentation and Classification of 3D Point Clouds.
IEEE Access, 2019

Multi-Sensor Depth Fusion Framework for Real-Time 3D Reconstruction.
IEEE Access, 2019

2018
Person Re-Identification Using Hybrid Representation Reinforced by Metric Learning.
IEEE Access, 2018

Simultaneous Segmentation of Multiple Retinal Pathologies Using Fully Convolutional Deep Neural Network.
Proceedings of the Medical Image Understanding and Analysis - 22nd Conference, 2018

Detailed Sentence Generation Architecture for Image Semantics Description.
Proceedings of the Advances in Visual Computing - 13th International Symposium, 2018

DUPL-VR: Deep Unsupervised Progressive Learning for Vehicle Re-Identification.
Proceedings of the Advances in Visual Computing - 13th International Symposium, 2018

End to End Person Re-Identification for Automated Visual Surveillance.
Proceedings of the IEEE International Conference on Image Processing, 2018

Extraction of Buildings in VHR SAR Images Using Fully Convolution Neural Networks.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Two Stream Deep CNN-RNN Attentive Pooling Architecture for Video-Based Person Re-identification.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2018

2017
Building height estimation in single SAR image using OSM building footprints.
Proceedings of the Joint Urban Remote Sensing Event, 2017

2016
Automatic Detection and Reconstruction of 2-D/3-D Building Shapes From Spaceborne TomoSAR Point Clouds.
IEEE Trans. Geosci. Remote. Sens., 2016

Forest remote sensing on the individual tree level by airborne millimeterwave SAR.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
Robust Reconstruction of Building Facades for Large Areas Using Spaceborne TomoSAR Point Clouds.
IEEE Trans. Geosci. Remote. Sens., 2015

Joint Sparsity in SAR Tomography for Urban Mapping.
IEEE J. Sel. Top. Signal Process., 2015

Detection of buildings in spaceborne TomoSAR point clouds via hybrid region growing and energy minimization technique.
Proceedings of the Joint Urban Remote Sensing Event, 2015

2014
Facade Reconstruction Using Multiview Spaceborne TomoSAR Point Clouds.
IEEE Trans. Geosci. Remote. Sens., 2014

Automatic large area reconstruction of building façades from spaceborne TomoSAR point clouds.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013
Reconstruction of building façades using spaceborne multiview TomoSAR point clouds.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012
From TomoSAR Point Clouds to Objects: Façade Reconstruction.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012

Façade structure reconstruction using spaceborne TomoSAR point clouds.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012


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