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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
AMRnav Autonomous mobile robot 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
Extension of STELLAR (ICML 2026) Utilizing baseline STELLAR framework to investigate intrinsic dimensionality in real biomedical visual task and empirical analysis of rank compression in visual representation
Extension of AdaptVis (ICML 2025) Investigating additional training free calibration techniques to further improve spatial-reasoning performance in out of distribution analysis
Extension of PiRO (CVPR 2024) Evaluating embedding quality category and object-level representation. Currently collecting new data to extend framework generalization
Extension of Negbench (CVPR 2025) Currently integrating the benchmark into a robotic visual perception pipeline to test negation robustness in real-world scenes

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
TorchGround Building Deep Learning models with PyTorch from scratch
dsa-python Core data structures & algorithms question practice from ground zero
RepresentationLearning Hands on implementation of state-of-the-art (SOTA) representation learning papers from scratch
aiml-python Basic and Fundamental artificial intelligence concept implementation with python
Recent Foundations & Learning Repositories
Repository Description
TorchGround Deep learning models & modules built from scratch in PyTorch
CV-Fundamentals Computer Vision fundamentals
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. MoSE-XAI MoSE-XAI Public

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

    Jupyter Notebook 1

  2. STELLAR STELLAR Public

    Forked from microsoft/STELLAR

    Learning Sparse Visual Representations via Spatial-Semantic Factorization, ICML 2026

    Python

  3. PiRO PiRO Public

    Forked from sarkar-rohan/PiRO

    Pose Invariant Representation of Object

    Python

  4. AutoNavRL AutoNavRL Public

    Forked from harshmahesheka/AutoNavRL

    Autonomous Qbot navigation in GNSS-denied environment using Deep Reinforcement Learning

    Python

  5. SimSearch SimSearch Public

    Self-Supervised Image Representation Learning & Retrieval

    Jupyter Notebook

  6. NeRF-PyTorch-Implementation NeRF-PyTorch-Implementation Public

    Forked from Himanshu7921/NeRF-PyTorch-Implementation

    A PyTorch implementation of NeRF (Neural Radiance Fields) from scratch, following the original paper with minimal abstractions to closely reproduce the official methodology.

    Jupyter Notebook