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eternal-f1ame/README.md

Aaditya Baranwal — Architecting Intelligent Systems

Ph.D. Researcher in Computer Science
Computer Vision · Multimodal AI · Robotics · Model Robustness

GitHub followers GitHub stars


About Me

I’m Aaditya — a systems thinker at the intersection of research and engineering. My work bridges perception and intelligence — from robust vision transformers to retrieval-augmented solvers, and from gesture-based AMRs to scalable generative pipelines.

Currently pursuing a Ph.D. at UCF, I’ve previously engineered solutions at Bosch, Siemens Energy, and AlphaBake, and built models that aren’t just smart — they’re resilient, interpretable, and industrial-grade.


Areas of Focus

  • Foundation Models in CV & NLP
  • Zero-/Few-Shot Learning & Multimodal Inference
  • Generative Modeling (Stable Diffusion, LoRA, IP Adapters)
  • Robotics Perception & Planning (ROS, OpenCV, PID)
  • Gradient-based Robustness & Adversarial Defense

Selected Work

Project Description Stack
ViTLoc Transformer-based Absolute Pose Regression using NeRF-style embeddings PyTorch, Pytorch3D, Timm
GEAR Gradient-based ensemble for GAN detection (CNN + ViT) with 97.75% accuracy PyTorch, TMM
RA-MATQA Retrieval-augmented Math QA using custom retriever & MWP-BERT PyTorch, HuggingFace
VOWEL Gesture-controlled mining robot with real-time vision feedback ROS, LSTM, YOLO
POBOT UAV-assisted UGV control pipeline using K-means + PID OpenCV, ROS, Linux

Tech Stack

  • Languages: Python, C++, MATLAB, Shell, JS, SQL
  • Frameworks: PyTorch, TensorFlow, ROS, OpenCV
  • Infra: Docker, GCP, Git, Weights & Biases
  • Applied Theory: ViTs, LoRA, Retrieval-Augmented Inference, PID, Diffusion Models

Reach Out


finding creations between code and chaos

Popular repositories Loading

  1. DaFKD2023 DaFKD2023 Public

    Forked from haozhaowang/DaFKD2023

    Code for CVPR2023 DaFKD : Domain-aware Federated Knowledge Distillation

    Python 4

  2. BunnyCDN-Python-Lib BunnyCDN-Python-Lib Public

    Forked from mathrithms/BunnyCDN-Python-Lib

    Storage CDN Fork: Python SDK for Interacting with BunnyCDN Services!

    Python 2

  3. Research-Visualization-Tools Research-Visualization-Tools Public

    Modular Codes to Generate Visuals from CSV Data

    Python 2 1

  4. Signals-and-Systems Signals-and-Systems Public

    A matlab code to deblur and denoise a given discreet signal using the concepts of fourier and inverse fourier transformations

    MATLAB

  5. ML-DL-implementation ML-DL-implementation Public

    Forked from RoboticsClubIITJ/ML-DL-implementation

    An implementation of ML and DL algorithms from scratch in python using nothing but NumPy and Matplotlib.

    Python

  6. Bi-Model-Intent-And-Slot Bi-Model-Intent-And-Slot Public

    Forked from ray075hl/Bi-Model-Intent-And-Slot

    Intent Detection and Slot Filling

    Python