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arka-h/README.md

Hi, I'm Arka 👋

Machine Learning • Computer Vision • Generative Models

Typing SVG


🧑‍🔬 About Me

  • 🎓 Final-year M.Tech (Research) at IISc, CDS — working with VAL / VCL.
  • 🔭 Research interests: sketch-guided localization, hand–object interaction generation, 3D scene representations (NeRF, 3D Gaussians), and grounded detection.
  • ⚙️ Love building research-grade systems: custom PyTorch ops, DDP/NCCL, SLURM on DGX, Dockerized reproducible setups.
  • 🌱 Currently exploring: triplane-guided HOI generation, sketch-conditioned GroundingDINO, and agentic ML systems for real-world impact.

🔗 Connect

LinkedInGoogle ScholarEmailWebsite


🛠️ Languages & Tools


📌 Selected Highlights

  • Sketch-conditioned GroundingDINO — extended grounding with a SketchEncoder for retrieval-aligned detection.
  • HOI-Diffusiontriplane intermediate representation for coherent hand–object trajectories in 3D.
  • 3D Gaussian Workflows — experiments on generalizable splats & NeRF pipelines with robust camera handling.
  • Award — Co-author on IAPR Best Paper (CVIP 2023) for vision-based fire detection & classification.

I enjoy turning messy research ideas into clean, reproducible repos with good docs, configs, and ablations.


🔬 What I’m Working On

  • 🧩 Better open-set / sketch-guided localization for real-world categories.
  • 👐 Consistent HOI generation with physically plausible contacts.
  • 🧱 Infra: multi-GPU training (DDP/NCCL), data pipelines, and robust loaders for large mixed-modality datasets.

📈 GitHub Stats

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⚡ Fun Fact

I refactor dataloaders more than I refactor life. Also: dark mode forever.

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  1. Vision-Reading-GroupVision-Reading-GroupPublic

    Stay upto date with recent papers in the field!

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    Python 6 3

  3. GATE-CS-quiz-generatorGATE-CS-quiz-generatorPublic

    Multi-section GATE CSE quiz generator based on GO's 3 volumes of PYQs

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  4. ResumeResumePublic

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  5. ml-hugsml-hugsPublic

    Forked from apple/ml-hugs

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    Python

  6. sam2sam2Public

    Forked from facebookresearch/sam2

    The repository provides code for running inference with the Meta Segment Anything Model 2 (SAM 2), links for downloading the trained model checkpoints, and example notebooks that show how to use th…

    Jupyter Notebook