Distilling Local Texture Features for Colorectal Tissue Classification in Low Data Regimes

1 code implementation • 2 Jan 2024 • Dmitry Demidov, Roba Al Majzoub, Amandeep Kumar, Fahad Khan

Multi-class colorectal tissue classification is a challenging problem that is typically addressed in a setting, where it is assumed that ample amounts of training data is available.

Knowledge Distillation

Cross-modulated Few-shot Image Generation for Colorectal Tissue Classification

1 code implementation • 4 Apr 2023 • Amandeep Kumar, Ankan Kumar Bhunia, Sanath Narayan, Hisham Cholakkal, Rao Muhammad Anwer, Jorma Laaksonen, Fahad Shahbaz Khan

In this work, we propose a few-shot colorectal tissue image generation method for addressing the scarcity of histopathological training data for rare cancer tissues.

Data Augmentation Image Classification +1

Generative Multiplane Neural Radiance for 3D-Aware Image Generation

1 code implementation • ICCV 2023 • Amandeep Kumar, Ankan Kumar Bhunia, Sanath Narayan, Hisham Cholakkal, Rao Muhammad Anwer, Salman Khan, Ming-Hsuan Yang, Fahad Shahbaz Khan

We present a method to efficiently generate 3D-aware high-resolution images that are view-consistent across multiple target views.

Computational Efficiency Image Generation

Sketch2Saliency: Learning to Detect Salient Objects from Human Drawings

no code implementations • CVPR 2023 • Ayan Kumar Bhunia, Subhadeep Koley, Amandeep Kumar, Aneeshan Sain, Pinaki Nath Chowdhury, Tao Xiang, Yi-Zhe Song

Human sketch has already proved its worth in various visual understanding tasks (e. g., retrieval, segmentation, image-captioning, etc).

Image Captioning Retrieval +1

Transformers in Remote Sensing: A Survey

no code implementations • 2 Sep 2022 • Abdulaziz Amer Aleissaee, Amandeep Kumar, Rao Muhammad Anwer, Salman Khan, Hisham Cholakkal, Gui-Song Xia, Fahad Shahbaz Khan

Deep learning-based algorithms have seen a massive popularity in different areas of remote sensing image analysis over the past decade.

Palmira: A Deep Deformable Network for Instance Segmentation of Dense and Uneven Layouts in Handwritten Manuscripts

1 code implementation • 21 Aug 2021 • Prema Satish Sharan, Sowmya Aitha, Amandeep Kumar, Abhishek Trivedi, Aaron Augustine, Ravi Kiran Sarvadevabhatla

Handwritten documents are often characterized by dense and uneven layout.

Instance Segmentation Segmentation +1

Joint Visual Semantic Reasoning: Multi-Stage Decoder for Text Recognition

no code implementations • ICCV 2021 • Ayan Kumar Bhunia, Aneeshan Sain, Amandeep Kumar, Shuvozit Ghose, Pinaki Nath Chowdhury, Yi-Zhe Song

In this paper, we argue that semantic information offers a complementary role in addition to visual only.

Rolling Shutter Correction

MetaHTR: Towards Writer-Adaptive Handwritten Text Recognition

1 code implementation • CVPR 2021 • Ayan Kumar Bhunia, Shuvozit Ghose, Amandeep Kumar, Pinaki Nath Chowdhury, Aneeshan Sain, Yi-Zhe Song

In this paper, we take a completely different perspective -- we work on the assumption that there is always a new style that is drastically different, and that we will only have very limited data during testing to perform adaptation.

Handwritten Text Recognition HTR +1

UDBNET: Unsupervised Document Binarization Network via Adversarial Game

1 code implementation • 14 Jul 2020 • Amandeep Kumar, Shuvozit Ghose, Pinaki Nath Chowdhury, Partha Pratim Roy, Umapada Pal

In this paper, we present a novel approach towards document image binarization by introducing three-player min-max adversarial game.

Binarization