Anand Mishra, PhD
CSE-210, Department of Computer Science and Engineering
Indian Institute of Technology Jodhpur
Jodhpur - 342037 (RJ), India
I am an Assistant Professor at the Department of Computer Science and Engineering of the Indian Institute of Technology Jodhpur. Previously,
I worked with Dr. Partha Pratim Talukdar and Dr. Anirban Chakraborty at the Indian Institute of Science for nearly
two years on Knowledge-aware Computer Vision. I did my PhD working under supervision of Prof. C. V. Jawahar and Dr. Karteek Alahari on understanding text in scene images at IIIT Hyderabad. At IIIT, I was a recipient of Microsoft Research India PhD fellowship 2012 and XRCI best doctoral dissertation award: first runner up 2015.
My current research interest spans Computer Vision, Language and Knowledge Graphs. To be specific, I focus on developing AI models that have the ability to acquire world and commonsense knowledge and use that knowledge to reason about the visual world and address fundamental vision tasks.
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Selected Publications |
Teaching |
VL2G
Recent/upcoming professional activities:
Reviewer and/or PC member for: ICLR 2023, ECCV 2020/2022, CVPR 2020/2022/2023, AAAI 2020/2021/2022, ICCV 2019/2021, IJCAI 2019/2020, ICDAR 2019, NCVPRIPG 2019, IEEE TPAMI, IJCV, IEEE TKDD, CVIU, IJDAR, Pattern Recognition.
Co-organizer: ICFHR 2022 (Workshop Co-Chair), 5th Workshop on Document Analysis and Recognition
in conjunction with ICVGIP 2021, Workshop on Knwoledge Bases and Multiple Modalities (KBMM) under AKBC 2019/2020.
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News/Activities (A complete list is here)
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Selected Publications
Journals
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DHFML: deep heterogeneous feature metric learning for matching photograph and cartoon pairs
Anand Mishra
pages: 1-8, International Journal of Multimedia Information Retrieval 2018
[Link][bibtex]
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Unsupervised refinement of color and stroke features for text binarization
Anand Mishra, Karteek Alahari and C. V. Jawahar
Volume 20:105–121, International Journal on Document Analysis and Recognition 2017
[PDF][bibtex]
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Enhancing Energy Minimization Framework for Scene Text Recognition with Top-Down Cues
Anand Mishra, Karteek Alahari and C. V. Jawahar
Volume 145: 30-42, Computer Vision and Image Understanding 2016
[PDF][bibtex]
Conference Papers
Grounding Scene Graphs on Natural Images via Visio-Lingual Message Passing
(NEW)
Aditay Tripathi, Anand Mishra, Anirban Chakraborty,
WACV 2023.
[Paper][Project Page][Code]
VISTOT: Vision-Augmented Table-to-Text Generation,
(NEW)
Prajwal Gatti, Anand Mishra, Manish Gupta, Mithun Das Gupta,
EMNLP 2022.
[Paper][Project Page][Code]
COFAR: Commonsense and Factual Reasoning in Image Search
(NEW)
Prajwal Gatti, Abhirama Subramanyam Penamakuri, Revant Teotia, Anand Mishra, Shubhashis Sengupta, Roshni Ramnani
AACL-IJCNLP 2022.
[Paper][Project Page][Code]
Few-shot Visual Relationship Co-localization
Revant Teotia*, Vaibhav Mishra*, Mayank Maheshwari*, Anand Mishra,
ICCV 2021.
[Paper][Project Page][Code]
(*: equal contribution)
Look, Read and Ask: Learning to Ask Questions by Reading Text in Images
,
Soumya Jahagirdar, Shankar Gangisetty, Anand Mishra,
ICDAR 2021 (Oral).
[Paper]
Sketch-Guided Object Localization in Natural Images,
Aditay Tripathi, Rajath R. Dani, Anand Mishra, Anirban Chakraborty
ECCV 2020 (Spotlight Presentation).
[Paper] [bibtex]
[Project page][Code]
[Know the paper in 90 seconds] [Know the paper in ten minutes]
From Strings to Things: Knowledge-enabled VQA model that can read and reason,
Ajeet Kumar Singh, Anand Mishra, Shashank Shekhar, and Anirban Chakraborty
ICCV 2019 (oral).
[Paper] [bibtex]
[Project page]
OCR-VQA: Visual Question Answering by Reading Text in Images
Anand Mishra, Shashank Shekhar, Ajeet Kumar Singh, and Anirban Chakraborty
ICDAR 2019.
[Paper] [bibtex]
[Project page]
KVQA: Knowledge-aware Visual Question Answering
Sanket Shah*, Anand Mishra*, Naganand Yadati and Partha Pratim Talukdar (*: equal contribution)
AAAI 2019. (acceptance rate: 16.1%)
[Paper] [bibtex]
[Project page]
Deep Embedding using Bayesian Risk Minimization with Application to Sketch Recognition
Anand Mishra,and Ajeet Kumar Singh
ACCV, 2018. (acceptance rate: 28%)
[Paper (arXiv)] [bibtex]
IIIT-CFW: A Benchmark database of Cartoon Faces in the Wild
Ashutosh Mishra, Shyam N. Roy, Anand Mishra,and C. V. Jawahar
ECCVW, 2016. (Oral)
[PDF] [bibtex][ IIIT-CFW dataset]
A Simple and Effective method for Script Identification in the Wild
Ajeet Kumar Singh, Anand Mishra, Pranav Dabaral and C. V. Jawahar
DAS, 2016.
[Paper] [bibtex]
Scene Text Recognition and Retrieval for Large Lexicons
Udit Roy, Anand Mishra, Karteek Alhari and C. V. Jawahar
ACCV 2014.
[Paper] [bibtex]
Image Retrieval using Textual Cues
Anand Mishra, Karteek Alhari and C. V. Jawahar
ICCV, 2013.
[Paper] [bibtex]
Whole is Greater than Sum of Parts: Recognizing Scene Text Words
Vibhor Goel, Anand Mishra, Karteek Alhari and C. V. Jawahar
ICDAR, 2013.
[Paper] [bibtex]
Scene Text Recognition using Higher Order Language Priors
Anand Mishra, Karteek Alhari and C. V. Jawahar
BMVC 2012. (Oral)
[Paper] [bibtex]
[ IIIT-5K Word dataset]
Top-down and Bottom-up cues for Scene Text Recognition
Anand Mishra, Karteek Alhari and C. V. Jawahar
CVPR 2012.
[Paper] [bibtex]
An MRF model for Binarization of Natural Scene Text
Anand Mishra, Karteek Alhari and C. V. Jawahar
ICDAR 2011. (Oral)
[Paper] [bibtex]
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Teaching
(CSL7360) -- Computer Vision
- At Indian Institute of Technology Jodhpur.
- Elective course (class strength: 57)
(CSL2040) -- Maths for Computing, AY2022-2023 (Semester-1)
- At Indian Institute of Technology Jodhpur.
- UG course (class strength: 154)
(CSL7410) -- Graph Theory and Application, AY2021-2022 (Semester-2)
- At Indian Institute of Technology Jodhpur.
- Graduate-level course (class strength: 65)
- Website: https://sites.google.com/iitj.ac.in/gta-2iit-j/home
(CSL2040) -- Maths for Computing, AY2021-2022 (Semester-1)
- At Indian Institute of Technology Jodhpur.
- UG course (class strength: 153)
(CSL2040) -- Maths for Computing, AY2020-T-3
- At Indian Institute of Technology Jodhpur.
- UG course (class strength: 113)
- Website: https://sites.google.com/iitj.ac.in/m4c/
(CSL7410) -- Graph Theory and Application, AY2020-T-1
- At Indian Institute of Technology Jodhpur.
- Graduate-level course (class strength: 78)
(CS222) -- Theory of Computations, Spring 2020
- At Indian Institute of Technology Jodhpur.
- UG course (class strength: 68)
- Website: https://sites.google.com/iitj.ac.in/tociit-j/
(CS212) -- Object-oriented Design and Analysis, Monsoon 2019
- At Indian Institute of Technology Jodhpur.
- UG course (class strength: 71)
- Website: https://sites.google.com/view/ooadiitj/home
Algorithms and Programming (UE101) -- Monsoon 2018
- Co-taught at Indian Institute of Science with Dr. Sathish Govindrajan and Dr. Viraj Kumar.
- Introductory UG course (class strength: 120)
Computer Problem Solving -- Monsoon 2016
- Taught at IIIT Hyderabad
- Introductory course for M.Tech. Bioinformatics (class strength: 48)
Computer Architecture (selected topics) -- Spring 2015
- Co-taught at IIIT Sricity as visiting instructor with Dr. Suresh Purini and Prof. Govindrajulu
- Introductory UG course (class strength: 60)
Operating Systems -- Monsoon 2014
- Co-taught at IIIT Sricity as visiting instructor with Dr. Suresh Purini
- Introductory UG course (class strength: 60)
Computer Vision -- Spring 2014/2011
- Teaching assistant with Prof. C. V. Jawahar
- Graduate-level course at IIIT Hyderabad
Stastical Methods in AI -- Monsoon 2013
- Teaching assistant with Dr. Anoop M.
- Graduate-level course at IIIT Hyderabad
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