Dr. Mrinmoy Ghorai
Assistant Professor
Office Address:
2nd Floor, Academic Building
Department of Computer Science and Engineering (Computer Vision Group)
Indian Institute of Information Technology, Sri City, Chittoor
Andhra Pradesh - 517 646, India
Academic Qualifications
Education:
Ph.D [Engineering]
Indian Institute of Engineering Science and Technology, Shibpur, India
Thesis Title: Efficient Exemplar-based Image Inpainting Algorithm
M.Tech [Computer Science]
Indian Statistical Institute, India
Thesis Title: Face Recognition Under Partial Occlusion
Research Areas of Interest
Image Processing, Computer Vision, Machine Learning Applications:
Image restoration, image inpainting, image captioning, object detection, image classification, event recognition, 3D reconstruction, depth estimation, view sysnthesis, view inpainting, deep learning techniques.
Awards / Honours
- Best poster presentation in the Workshop on Digital Restoration of Heritage Paintings and Artifacts, August 13-14, 2013, ISI, Kolkata.
- Research Fellowship supported by Department of Science and Technology, Govt. of India.
- First position in W.B.C.H.S.E (12th standard) at school level.
Projects
Ongoing
Event Recognition in the Videos Captured in Uncontrolled Condition
2016-2017
Funded by Indian Statistical Institute, India
Digital Image Reconstruction of Indian Cultural Heritage with focus on Hampi Ruins
2011-2015
Funded by Department of Science and Technology, Government of India
Publications
2019
- Multiple Pyramids based Image Inpainting using Local Patch Statistics and Steering Kernel Feature. Mrinmoy Ghorai, Soumitra Samanta, Sekhar Mandal and Bhabatosh Chanda. IEEE Transactions on Image Processing (TIP), vol. 28 , no. 11 , pp. 5495-5509, 2019.
- Depth Estimation with Occlusion Prediction in Light Field Images. Mrinmoy Ghorai and Adrian Munteanu. IEEE International Conference on Image Processing (TIP), pp. 1049-1053, 2019.
2018
- A Group-based Image Inpainting using Patch Refinement in MRF Framework. Mrinmoy Ghorai, Sekhar Mandal and Bhabatosh Chanda. IEEE Transactions on Image Processing, vol. 27, no. 2, pp. 556-567, 2018.
- An Image Dataset of Bishnupur Terracotta Temples for Digital Heritage Research. Mrinmoy Ghorai, Sanchayan Santra, Soumitra Samanta, Pulak Purkait, Bhabatosh Chanda. Heritage Preservation, Springer, 269-291, 2018.
2017
- A Patch Based Constrained Inpainting for Damaged Mural Images. Pulak Purkait, Mrinmoy Ghorai, Soumitra Samanta and Bhabatosh Chanda. Digital Hampi: Preserving Indian Cultural Heritage, Springer, 205-223, 2017.
- Event Recognition in Unconstrained Video using Multi-Scale Deep Spatial Features. Mrinmoy Ghorai, Saiyed Umer and Partha Pratim Mohanta. IEEE International Conference on Advances in Pattern Recognition (ICAPR), 2017.
- Image Inpainting using Geometric Transformations for Digital Circuit Images. Ramanath Datta, Mrinmoy Ghorai and Sekhar Mandal. IEEE International Conference on Advances in Pattern Recognition (ICAPR), 2017.
2016
- Patch Sparsity based Image Inpainting Using Local Patch Statistics and Steering Kernel Descriptor. Mrinmoy Ghorai, Sekhar Mandal and Bhabatosh Chanda. IEEE International Conference on Pattern Recognition (ICPR), pp.781-786. 2016.
- Bishnupur heritage image dataset (BHID): a resource for various computer vision applications. Mrinmoy Ghorai, Pulak Purkait, Sanchayan Santra, Soumitra Samanta, Bhabatosh Chanda. Indian Conference on Computer Vision, Graphics and Image Processing (ICVGIP), 80:1-80:8, 2016.
- Scale-Invariant Image Inpainting Using Gradient-Based Image Composition. Mrinmoy Ghorai, Soumitra Samanta and Bhabatosh Chanda. Indian Conference on Computer Vision, Graphics and Image Processing (ICVGIP) workshop on Computer Vision Applications (WCVA), pp. 97-108, 2016.
2015
- An image inpainting method using pLSA-based search space estimation. Mrinmoy Ghorai and Bhabatosh Chanda. Machine Vision and Applications, Springer, vol. 26, no. 1, pp. 69-87, 2015.
2014
- An Image Inpainting Algorithm Using Higher Order Singular Value Decomposition. Mrinmoy Ghorai and Bhabatosh Chanda. International Conference on Pattern Recognition (ICPR), pp. 2867-2872, 2014.
- A Two-Step Image Inpainting Algorithm Using Tensor SVD. Mrinmoy Ghorai, Sekhar Mandal and Bhabatosh Chanda. Asian Conference on Computer Vision (ACCV) Workshops (2), pp. 63-77, 2014.
- Image Completion Assisted By Transformation Domain Patch Approximation. Mrinmoy Ghorai, Sekhar Mandal and Bhabatosh Chanda. Indian Conference on Computer Vision, Graphics and Image Processing (ICVGIP), 66:1-66:8, 2014.
- Digital Restoration of Deteriorated Mural Images. K. Manikanta Prasanth Kumar, Mayank Kumar, B.V.S. Bhargav and Mrinmoy Ghorai. International Conference on Signal and Image Processing (ICSIP), pp. 36-41, 2014.
- Image Inpainting based on Segmentation for Relevant Patch Selection. Sayan Kahali, Mrinmoy Ghorai and S. S. Thakur. International Conference on Computing, Communication and Manufacturing (ICCCM), 2014.
2013
- A Fast Video Inpainting Technique. Mrinmoy Ghorai, Pulak Purkait and Bhabatosh Chanda. International Conference on Pattern Recognition and Machine Intelligence (PReMI), pp. 430-436, 2013.
- A robust faint line detection and enhancement algorithm for mural images. Mrinmoy Ghorai and Bhabatosh Chanda. National Conference on Computer Vision, Pattern Recognition, Image Processing and Graphics (NCVPRIPG), 2013.
2012
- An exemplar-based inpainting algorithm using hierarchical texture and structure measure. Mrinmoy Ghorai and Bhabatosh Chanda. International Conference on Signal, Image and Video Processing (ICSIVP), pp. 93-97, 2012.
Students
Teaching
Contact Information
Address for Communication:
2nd Floor, Academic Building
Indian Institute of Information Technology, Sri City, Chittoor
630, Gnan Marg, Sri City, Satyavedu Mandal
Chittoor District - 517 646, Andhra Pradesh, India
