15 citations · 18 across the 6 of their papers we have counts for
6 papers
Restoring Without Forgetting: Continual Learning Across Image Degradations
Alif Ashrafee, Bartosz Krawczyk
Recent progress in image restoration has converged on all-in-one architectures that jointly handle multiple degradations within a single network. These methods are effective on sta…
Holistic Continual Learning under Concept Drift with Adaptive Memory Realignment
Alif Ashrafee, Jedrzej Kozal, Michal Wozniak +1
Traditional continual learning methods prioritize knowledge retention and focus primarily on mitigating catastrophic forgetting, implicitly assuming that the data distribution of p…
What is the role of memorization in Continual Learning?
Jędrzej Kozal, Jan Wasilewski, Alif Ashrafee +2
Memorization impacts the performance of deep learning algorithms. Prior works have studied memorization primarily in the context of generalization and privacy. This work studies th…
AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-Net
Akib Mohammed Khan, Alif Ashrafee, Fahim Shahriar Khan +2
Manually inspecting polyps from a colonoscopy for colorectal cancer or performing a biopsy on skin lesions for skin cancer are time-consuming, laborious, and complex procedures. Au…
Rethinking Cooking State Recognition with Vision Transformers
Akib Mohammed Khan, Alif Ashrafee, Reeshoon Sayera +2
To ensure proper knowledge representation of the kitchen environment, it is vital for kitchen robots to recognize the states of the food items that are being cooked. Although the d…
Real-time Bangla License Plate Recognition System for Low Resource Video-based Applications
Alif Ashrafee, Akib Mohammed Khan, Mohammad Sabik Irbaz +1
Automatic License Plate Recognition systems aim to provide a solution for detecting, localizing, and recognizing license plate characters from vehicles appearing in video frames. H…