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AbhinandanMandal/README.md

Hi, I'm Abhinandan

Welcome to my GitHub! I am an AI researcher, a Postgraduate student and deeply passionate, curious about understanding underlying mechanisms of deep neural nets. My research interest includes Computer Vision, Representation Learning, Self-Supervised Learning, Multimodal Reasoning, Reinforcement Learning, Vision-Language Models and Responsible & Scalable AI

Recent Accepted Research Projects

Repository Description
MoSE-XAI A modified MobileNetV2 architecture enhanced with a Squeeze-and-Excitation (SE) and XAI for multi-crop disease detection. Accepted at COMSNETS 2026. Work done during postgraduate studies at IIITM Gwalior
SPA Efficient parallel algorithms for UAV assistant vehicle routing in rugged terrain for dynamical networks. Accepted at ICIIS 2026. Work done during postgraduate studies at IIITM Gwalior

Recent Research Projects

Repository Description
AutoUAVNav Autonomous UAV navigation in GNSS-denied 2D environments using path-planning expert warm start with deep RL. Work during summer research internship at Indian Institute of Technology (BHU) Varanasi
SimSearch Self-supervised learning for image representation & similarity-based retrieval. Showcased in Gwalior AI Summit at Indian Institute of Information Technology and Management (IIITM) Gwalior
Assistive OpenCV Real-world navigation assistance for visually impaired individuals. Project of ES516 Programming for Data Science, winter 2025 at IIITM Gwalior
LearningFaces An unsupervised face recognition system with custom dataset and Haarcascade Frontal Face Classifier. Final project ES514 Machine Learning Techniques, Winter 2025 at IIITM Gwalior
PINN-WyNDA A Physics Informed Neural Network Method to Discover Mathematical Models of Dynamical Systems from Data. Final project ES526 Modelling & Simulation, Summer 2026 at IIITM Gwalior

Recent Open Source Contributions

Repository Description
AutoNavRL Autonomous Qbot navigation in GNSS-denied environments via Deep RL. Done at Indian Institute of Technology (BHU) Varanasi
korroresearch AI agentic tool generating research-to-thesis document pipelines across 9 formats. Done with KorroAI
Python-Visual-Similarity Image similarity computation for retrieval & unsupervised labelling
I-CaN-Sim-Code Application AI in communication networking. Working with I-CaN group

Recent Side Project

Repository Description
RepresentationLearning Hands on implementation of state-of-the-art (SOTA) representation learning papers from scratch
DSA-Python Core data structures & algorithms question practice from ground zero
Recent Foundations & Learning Repositories
Repository Description
TorchGround Deep learning models & modules built from scratch in PyTorch
ANN Artificial Neural Networks implemented from scratch with NumPy & linear algebra
RLFoundations Reinforcement learning implementations from scratch in Python
JFA Java fundamentals to advanced concepts
Recent Project Repositories
Repository Description
Compass CLI-based intelligent campus navigation system for IIITM Gwalior
Project QUBE AI + social networking web app foundation using Gemini API & Django
SideProjects Collection of beginner-to-advanced Python projects

Tech Stack

Pinned Loading

  1. assistiveopencv assistiveopencv Public

    Assistive OpenCV: Leveraging Machine Learning based ETA’s for Visually Impaired People

    Jupyter Notebook 2

  2. MoSE-XAI MoSE-XAI Public

    MoSE-XAI: a lightweight, interpretable, deployable model for crop disease detection

    Jupyter Notebook 1

  3. TorchGround TorchGround Public

    Building DL models with PyTorch framework

    Jupyter Notebook 1

  4. SimSearch SimSearch Public

    Self-Supervised Image Representation Learning & Retrieval

    Jupyter Notebook