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Tauhid Khan Thehunk1206

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Thehunk1206 /README.md

Generative AI, computer vision, and robot learning banner

Tauhid Khan

AI Research Engineer | Generative AI | Computer Vision | Robot Learning

I build research-driven machine learning systems, from model design and large-scale training to efficient production deployment.

LinkedIn Google Scholar IsoFM on OpenReview Email


👋 About Me

I build research-driven machine learning systems that move from model design and distributed training to optimized production inference.

I am an AI Research Engineer with 4+ years of experience across generative AI, computer vision, multimodal learning, and efficient inference. At Fynd, I develop image and video systems involving Flow Matching, diffusion models, super-resolution, model distillation, distributed PyTorch, and TensorRT.

Previously, at Wobot.ai, I built large-scale video analytics systems for detection, multi-object tracking, and cross-camera association. My current research connects generative vision with embodied intelligence: learning representations, trajectories, and policies that are accurate, efficient, and deployable.

4+ years of experience 20K daily active users 1,000+ cameras 95.5% robot-learning success rate

🔬 Research And Engineering Focus

Generative AI and Flow Matching research visualization

✨ Generative Vision

Flow Matching · Diffusion · Image and video generation · Super-resolution · One-step distillation Computer vision production pipeline visualization

👁️ Computer Vision

Detection · Segmentation · Multi-object tracking · Restoration · Production GPU inference Robot learning and manipulation policy visualization

🤖 Robot Learning

VLA · Visuomotor policies · Imitation learning · Reinforcement learning · Sim2Real

📄 Publication

🧭 Isokinetic Flow Matching for Pathwise Straightening of Generative Flows

Accepted at the ICML 2026 Workshop on Structured Probabilistic Inference and Generative Modeling (SPIGM).

A geometry-aware Flow Matching formulation for straighter generative transport paths and more efficient generation.

Read IsoFM on OpenReview

💼 Experience

🧠 ML Research Engineer · Fynd

Sep 2023 - Present · Flow Matching super-resolution, single-step distillation, SDXL and FLUX training, video segmentation and inpainting, controllable generation, distributed PyTorch, and TensorRT deployment.

👁️ Computer Vision Engineer · Wobot.ai

Feb 2022 - Sep 2023 · Production detection and tracking, multi-camera analytics, CPU and GPU pipeline optimization, Docker, and NVIDIA Triton deployment.

🚀 Featured Projects

🤖 mini-pi0

Multimodal robot-learning framework using ManiSkill, MuJoCo, wrist-camera observations, and visuomotor Flow Matching policies.

95.5% StackCube-v1 success · VLA · IL · RL

View benchmarks →

Conditional Flow Matching experiments for image and video generation with optimal-transport paths and ODE sampling.

13+ stars · PyTorch · Generative Modeling

Complete video-generation training and inference pipeline using MeanFlow with a Diffusion Transformer.

Video Generation · DiT · Flow Models

🌙 Zero-DCE

TensorFlow implementation of zero-reference low-light image enhancement.

49+ stars · 8+ forks

More applied ML work: 🩺 PraNet Polyp Segmentation · 🎙️ TinyML Audio Classification

🦾 Current Build

I am building an SO-ARM101 from individual components rather than using a pre-assembled system. The goal is to connect simulation-based policy development with physical data collection, evaluation, and learned-policy deployment. Hardware integration and real-world policy testing are currently in progress.

🧰 Technical Skills

🧠 Core Machine Learning

Python PyTorch TensorFlow OpenCV Linux

Representation Learning Multimodal Learning Distributed Training DDP FSDP

✨ Generative AI

Diffusion Models Flow Matching SDXL FLUX Super-Resolution Flow Distillation One-Step Generation Image Generation Video Generation IP-Adapters Textual Inversion LoRA PEFT

👁️ Computer Vision

Object Detection Multi-Object Tracking Image Segmentation Video Segmentation Image Restoration Video Restoration Vision-Language Models Controllable Generation

🤖 Robotics And Robot Learning

MuJoCo NVIDIA Isaac Sim LeRobot

Vision-Language-Action Models Robotic Manipulation Visuomotor Policies Imitation Learning Reinforcement Learning Flow Matching Policies ManiSkill Robosuite Sim2Real

⚙️ Deployment And Infrastructure

NVIDIA Docker FastAPI Git Weights & Biases

NVIDIA Triton Inference Server MLflow GPU Optimization Model Serving Data Curation Experiment Tracking

🎓 Education

Bachelor of Science in Computer Science, University of Mumbai, 2022
CGPA: 9.21/10

🤝 Connect

I am interested in research and engineering conversations around generative vision, efficient deep learning, multimodal intelligence, and learning-based robotics.

Research depth. Engineering rigor. Systems that run outside the notebook.

Pinned Loading

  1. mini-pi0 mini-pi0 Public

    Very minimal Implementation of Pi-Zero (https://www.pi.website/download/pi0.pdf). Vision Action Flow matching model

    Python 4

  2. flow-based-models flow-based-models Public

    Conditional Flow matching for Image and video

    Python 13 1

  3. Zero-DCE Zero-DCE Public

    Implementation of Research Paper "Learning to Enhance Low-Light Image via Zero-Reference Deep Curve Estimation"

    Python 49 8

  4. PRANet-Polyps-Segmentation PRANet-Polyps-Segmentation Public

    Implementation of research paper : "PraNet: Parallel Reverse Attention Network for Polyp Segmentation" in Tensorflow

    Python 24 2

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