Dr Muhammad Rashid Computer Vision, Machine Learning,Image Processing
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I'm a PhD-level ๐‚๐จ๐ฆ๐ฉ๐ฎ๐ญ๐ž๐ซ ๐•๐ข๐ฌ๐ข๐จ๐ง and Explainable AI (๐—๐€๐ˆ) researcher with 6+ ๐ฒ๐ž๐š๐ซ๐ฌ of experience in ๐จ๐›๐ฃ๐ž๐œ๐ญ ๐๐ž๐ญ๐ž๐œ๐ญ๐ข๐จ๐ง, ๐š๐ง๐จ๐ฆ๐š๐ฅ๐ฒ ๐๐ž๐ญ๐ž๐œ๐ญ๐ข๐จ๐ง, and interpretable machine learning. I specialize in precise object localization, ๐ฏ๐ข๐ฌ๐ฎ๐š๐ฅ ๐ž๐ฑ๐ฉ๐ฅ๐š๐ง๐š๐ญ๐ข๐จ๐ง๐ฌ (GradCAM, LIME, SHAP), and AI for medical imaging, robotics, and surveillance.

I’ve completed 20+ ๐š๐ฉ๐ฉ๐ฅ๐ข๐ž๐ ๐€๐ˆ ๐ฉ๐ซ๐จ๐ฃ๐ž๐œ๐ญ๐ฌ (many published in peer-reviewed venues) across domains like healthcare, agriculture, and automation. My core strength lies in fusing deep learning with explainable methods to create interpretable, reliable, and high-performing models.

โœ… ๐Š๐ž๐ฒ ๐’๐ค๐ข๐ฅ๐ฅ๐ฌ
โœ”๏ธ ๐‚๐จ๐ฆ๐ฉ๐ฎ๐ญ๐ž๐ซ ๐•๐ข๐ฌ๐ข๐จ๐ง (Detection, Segmentation, Gait & Face Recognition)
โœ”๏ธ ๐ƒ๐ž๐ž๐ฉ ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  (CNNs, GANs, Transfer Learning, VAE-GAN)
โœ”๏ธ ๐„๐ฑ๐ฉ๐ฅ๐š๐ข๐ง๐š๐›๐ฅ๐ž ๐€๐ˆ (LIME, SHAP, GradCAM, Probabilistic Grids, Concept Embedding)
โœ”๏ธ Visual ๐€๐ง๐จ๐ฆ๐š๐ฅ๐ฒ ๐ƒ๐ž๐ญ๐ž๐œ๐ญ๐ข๐จ๐ง, Semantic Feature Extraction
โœ”๏ธ Image Processing, Enhancement, and Fusion
โœ”๏ธ GUI & Android App Development for AI systems

โœ…๐‚๐จ๐ซ๐ž ๐’๐ค๐ข๐ฅ๐ฅ๐ฌ:
โœ”๏ธ Deep Learning (CNNs, GANs, VAE-GAN)
โœ”๏ธ Visual Anomaly Detection & Semantic Feature Extraction
โœ”๏ธ XAI for Trustworthy AI Systems
โœ”๏ธ Image Processing, GUI & Android App Development

๐„๐ฑ๐ฉ๐ž๐ซ๐ข๐ž๐ง๐œ๐ž:
โœ”๏ธ Visiting PhD Researcher @ University of Granada, Spain (EU Project DistriMuSe)
โœ”๏ธ Doctoral Researcher @ University of Turin, Italy (NextPerception, DistriMuSe)
โœ”๏ธ R&D Researcher @ Rulex Labs, Italy (Trustworthy ML, XAI)

๐๐ซ๐จ๐ ๐ซ๐š๐ฆ๐ฆ๐ข๐ง๐  ๐‹๐š๐ง๐ ๐ฎ๐š๐ ๐ž๐ฌ & ๐…๐ซ๐š๐ฆ๐ž๐ฐ๐จ๐ซ๐ค๐ฌ: Python / Tensorflow / Keras / Pytorch / OpenCV / Scikit-Learn / Numpy / Pandas / Flask / C / C++
๐“๐จ๐จ๐ฅ๐ฌ & ๐๐ฅ๐š๐ญ๐Ÿ๐จ๐ซ๐ฆ๐ฌ: MySQL / Matlab / SQL / Git / Latex / Edraw / MS Office (MS Word, MS Excel, MS Outlook, MS PowerPoint, MS Access, MS OneNote, MS Visio, MS Teams), Endnote / Raspberry Pi
๐ƒ๐จ๐ฆ๐š๐ข๐ง ๐„๐ฑ๐ฉ๐ž๐ซ๐ญ๐ข๐ฌ๐ž: Machine Learning / Deep Learning / Computer Vision / eXplainable AI (XAI) / Anomaly detection / Data Analysis/ Generative AI, Model Deployment / Optimization / Strong Reseach Profile
๐’๐จ๐Ÿ๐ญ ๐’๐ค๐ข๐ฅ๐ฅ๐ฌ: Documentation / Communication / Analytical Thinking / Teamwork

๐๐”๐๐‹๐ˆ๐‚๐€๐“๐ˆ๐Ž๐๐’
1. ShapBPT: Image feature attribution using data aware Binary Partition Trees, @ AAAI-26
2. Can I Trust My ๐€๐ง๐จ๐ฆ๐š๐ฅ๐ฒ ๐ƒ๐ž๐ญ๐ž๐œ๐ญ๐ข๐จ๐ง ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ? A Case Study Based on ๐„๐ฑ๐ฉ๐ฅ๐š๐ข๐ง๐š๐›๐ฅ๐ž ๐€๐ˆ [World Conference on Explainable Artificial Intelligence] [2024]
3. Using Stratified Sampling to Improve ๐‹๐ˆ๐Œ๐„ ๐ˆ๐ฆ๐š๐ ๐ž ๐„๐ฑ๐ฉ๐ฅ๐š๐ง๐š๐ญ๐ข๐จ๐ง๐ฌ [AAAI-24] [2024]
4. "Deep CNN and geometric features-based gastrointestinal tract diseases detection and classification from wireless
capsule endoscopy images." Journal of Experimental & Theoretical Artificial Intelligence (IF 2.296)
5. "An optimized approach for breast cancer classification for histopathological images based on hybrid feature set." Current Medical Imaging. (IF 1.315)
6. "An integrated framework of skin lesion detection and recognition through saliency method and optimal deep neural network features selection." Neural Computing and Applications (IF 5.102)
7. Rashid, Muhammad, et al. "A sustainable deep learning framework for object recognition using multi-layers deep features fusion and selection." Sustainability (IF 3.25)
8. Rashid, Muhammad, et al. "Object detection and classification: a joint selection and fusion strategy of deep convolutional neural network and SIFT point features." Multimedia Tools and Applications 2019 (IF 2.577)
9. Rashid, Muhammad, et al. "Classification of gastrointestinal diseases of stomach from WCE using improved saliency-based method and discriminant features selection." Multimedia Tools and Applications
(IF 2.577)
10. "Region-based active contour JSEG fusion technique for skin lesion segmentation from dermoscopic images." Biomedical Research. (IF 0.219)
11. "Left Ventricle Segmentation: A Combination of Intelligent Image Enhancement Techniques and Novel Light Unet
Model. " (Submitted in Image and Vision Computing) (IF 3.86)

Subjects

  • Machine Learning Beginner-Expert

  • Image Processing Bachelors/Undergraduate-MPhil

  • Computer Vision Bachelors/Undergraduate-MPhil

  • CNN (Convolutional Neural Network) Beginner-Expert

  • Python for Data science, Machine Learning and Artificial Intelligence Beginner-Expert

Experience

  • Visiting researcher (Jan, 2025–Present) at University of Granada, Spain
    I have joined Valeria-Lab, Dept. of Computer Engineering, Automation and Robotics Department, University of Granada, Spain as a visiting researcher, to work on the generation of synthetic data for a use case of EU project DistriMuSe.
  • Ph. D. Student and Researcher (Oct, 2022–Present) at Rulex inc - Italian CNR - University of Genoa
    working on Rule based Machine Learning Algorithms
  • Research Associate (Aug, 2021–Present) at HITEC University Taxila,Taxila Cantt
    Machine Learning, Computer Vision,
    Deep Learning, Medical Imaging,
    Agricultural Imaging.
  • Teaching Assistant (Sep, 2019–Jun, 2021) at HITEC University Taxila,Taxila Cantt
    Web Engineering
    Digital Image Processing
    Programming Fundamentals
    Data Structures and Algorithms

Education

  • Ph. D.(CS) in Computer Vision and Graphics (Oct, 2022–now) from universita di Torino
  • MS(CS) in Computer Vision and Graphics (Feb, 2017–Sep, 2019) from COMSATS UNIVERSITY ISLAMABAD, WAH CAMPUS–scored 3.77/4.00
  • BS(CS) in Software Engineering (Feb, 2010–Sep, 2016) from Allama Iqbal Open University Islamabad,Pakistan–scored 3.19/4.00

Fee details

    โ‚ฌ30–80/hour (US$34.88–93.02/hour)

    Depending on the complexity of the topic

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