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Joseph K J

Research Scientist atAdobe Research

I am acomputer vision researcher. Most of my explorations draws inspiration from the ingenuity of human brain. Its ability to improve itself with experiences, quantify what it does not know, and its natural instinct to be creative guides my research in multi-modal learning, continual learning, open-world learning, class-discovery and generative modeling with deep neural networks.

I obtained my PhD and Master’s degree fromIIT Hyderabad under the guidance ofProf. Vineeth N Balasubramanian.

e-mail: josephkj (at) adobe.com or josephkj20 (at) gmail.com

News

Dec 14, 2024 Humbled to receive theIUPRAI Doctoral Dissertation Award! All credits tomy advisor, friends and my family.
Aug 30, 2024 Design-o-meter, an approach to evaluate and refine design documents is accepted to WACV 2025 (round 1, acceptance rate 12.1%). Kudos to my brilliant undergraduate interns:Sahil Goyal (IIT Roorkee) andAbhinav Mahajan (IIIT Bangalore).
Jul 1, 2024Prachi’s work on continual gesture recoginition is accepted toECCV 2024 as anoral paper!
Feb 27, 2024 MeLFusion is accepted toCVPR 2024 as ahighlight poster (11.9% acceptance rate)! Joint work with my first batch of interns at Adobe:Sanjoy (UMD) andSayan (U of T).
Feb 3, 2024 Excited to be a participant at the inaugural edition ofACM India’s PIC!
Jan 6, 2024 Runner-up atACM IKDD Doctoral Dissertation Award 2024!
Dec 9, 2023 Ourwork on contextualized prompt learning is accepted toAAAI 2024 as anoral paper.
Oct 24, 2023 Ourwork at Adobe on using diffusion models for iterative image editing is accepted to WACV 2024.
Jul 14, 2023 Two papers accepted toICCV 2023. Thanks to my brilliant collaborators atAdobe Research andCMU.
Nov 14, 2022 JoinedAdobe Research as aResearch Scientist.
Jul 9, 2022 Two papers accepted toECCV 2022.
Jun 21, 2022 WonAI-GameChangers award in the Deep Learning Algorithms category. Thank you, NASSCOM!
Jun 20, 2022 Ourwork on class discovery won theBest Paper Runner-UpAward atCLVision workshop, CVPR 2022.
Apr 15, 2022 Accepted toDoctoral Consortium at CVPR 2022, mentored byProf. Trevor Darrell.
Apr 7, 2022 Humbled to recieve Excellence in Research Award from IIT Hyderabadsecond time!
Mar 2, 2022 Two papers accepted atCVPR 2022.
Oct 11, 2021 Our work onIncremental Object Detection is accepted toTPAMI (Impact Factor: 16.39).
Aug 8, 2021 Continuing atGoogle as a Student Researcher.
Apr 5, 2021 JoinedGoogle Research as an Intern.
Mar 1, 2021 Our work on Open World Object Detection, is accepted atCVPR 2021 fororal presentation.
Sep 25, 2020 Our work on using Meta-Consolidation for Continual Learning is accepted atNeurIPS 2020.
Aug 30, 2020 Humbled to recieveExcellence in Research Award from IIT Hyderabad.
Jul 30, 2020 Our work on Zero-shot Domain Generalization is accepted atBMVC 2020.
Nov 24, 2019 JoinedIIAI /MBZUAI, Abu Dhabi as a Research Intern.
Aug 8, 2019 AwardedTCS PhD Fellowship!
May 21, 2019 Our work on using submodular optimization is accepted atNegative Dependence workshop,ICML 2019.
May 21, 2019 Humbled to receive Travel Grants fromMicrosoft Research andACM-India / IARCS to attend IJCAI.
May 10, 2019 Our work titled ‘Submodular Batch Selection for Training Deep Neural Networks’ is accepted atIJCAI 2019.
Apr 16, 2019 Would be attendingInternational Computer Vision Summer School,ICVSS 2019 in Sicily, Italy.
Mar 14, 2019 Awarded‘Certificate of Appreciation in Research’ from IIT Hyderabad.
Aug 31, 2018 Our paper titled ‘C4Synth: Cross-Caption Cycle-Consistent Text-to-Image Synthesis’, is accepted atWACV 2019.
Aug 6, 2018MASON accepted atAutoNUE workshop,ECCV 2018, Germany.
Jul 24, 2018 Interned atHarada-Ushiku lab, University of Tokyo, Japan.
Jun 29, 2018 Ourpaper accepted at ‘Towards learning with limited labels’ workshop,ICML 2018, Sweden.

Talks and Lectures

Dec 13, 2024 Delivered a tutorial on Multi-modal Generative Models atICVGIP 2024.
Dec 7, 2024 Delivered a tutorial on Generative Models atWinter School on Generative AI, organized by IIT Jodhpur.
Jul 3, 2024 Delivered a tutorial on Generative Models atSummer School on AI, organized by IIIT H.
Nov 25, 2023 Delivered a tutorial on “Augmenting Human Creativity with Computer Vision” atHAAI, IIT Kharagpur.
Jul 13, 2023 Delivered a tutorial on Continual Learning atSummer School on AI, organized by IIIT H.
Dec 12, 2022 Invited talk atContinual Lifelong Learning Workshop co-located with ACML 2022.
Jun 14, 2022 Invited talk at Rakuten Research.
Dec 22, 2021 Vision India at ICVGIP 2021.
Sep 1, 2021 TCS Reseach ReCafe.
May 14, 2021 Invited talk on open-world learning at RAM-LAB, HKUST.

Collaborators

PhD Interns at Adobe Research: Undergraduate Interns at Adobe Research: Research Collaborators: I have had the chance to work with great minds at MBZUAI, Google Research, CMU, IISc, IIT K and University of Hong Kong among many others.

Services

  • Tutorial Chair forICVGIP 2024.
  • Program Chair forContinual AI Unconference 2023.
  • Web Chair forACML 2022.
  • Reviewer / PC member: CVPR (‘23, ‘22, ‘21), ICCV ('23), ECCV ('22), NeurIPS (‘24, ‘22), CoLLAs ‘23, AAAI ‘21, IJCAI (‘21, ‘20), ACML (‘22, ‘20)
  • Reviewer for: IEEE Transactions on Image Processing, IEEE Transactions on Multimedia, Elsevier Pattern Recognition, Springer Machine Learning.
“And, when you want something, all the universe conspires in helping you to achieve it.” ― Paulo Coelho, The Alchemist.

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