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New! [NeurIPS 2025] LoMix: Learnable Weighted Multi-Scale Logits Mixing for Medical Image Segmentation.
Md Mostafijur Rahman, Radu Marculescu.
In Advances in Neural Information Processing Systems (NeurIPS)
[Paper]
[Code]
Accepted
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New! [ICCV 2025] MK-UNet: Multi-kernel Lightweight CNN for Medical Image Segmentation.
Md Mostafijur Rahman, Radu Marculescu.
🏆 Accepted as Oral
Proceedings of the 2025 International Conference on Computer Vision Workshops
[Paper]
[Code]
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New! [MICCAI 2025] EfficientMedNeXt: Multi-Receptive Dilated Convolutions for Medical Image Segmentation.
Md Mostafijur Rahman, Mustafa Munir, Radu Marculescu.
In International Conference on Medical Image Computing and Computer Assisted Intervention
[Paper]
[Code]
🏆 Highlight
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New! [J-BPSC 2025] An Efficient Dual-Line Decoder Network with Multi-Scale Convolutional Attention for Multi-organ Segmentation.
Riad Hassan, M. Rubaiyat Hossain Mondal, Sheikh Iqbal Ahamed, Fahad Mostafa, Md Mostafijur Rahman.
Biomedical Signal Processing and Control
[Paper]
[Code]
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New! [CVPR 2025] EffiDec3D: An Optimized Decoder for Efficient High-Performance 3D Medical Image Segmentation.
Md Mostafijur Rahman, Radu Marculescu.
🏆 Highlight
Proceedings of the 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition
[Paper]
[Code]
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New! [CVPR 2025] From Data to Design: Leveraging Frequency Statistics for Efficient Neural Network Architectures.
Mustafa Munir, Guihong Li, Md Mostafijur Rahman, Radu Marculescu.
Proceedings of the 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops
[Paper]
[Code]
New! [MIDL 2025] Training-Free Dataset Pruning for Polyp Segmentation via Community Detection in Similarity Networks.
Md Mostafijur Rahman, Radu Marculescu.
🏆 Oral
Medical Imaging with Deep Learning
[Paper]
[Code]
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[ICASSP 2025] MDNet: Multi-Decoder Network for Abdominal CT Organs Segmentation.
Debesh Jha, Nikhil Kumar Tomar, Koushik Biswas, Gorkem Durak, Matthew Antalek, Zheyuan Zhang, Bin Wang, Md Mostafijur Rahman, Hongyi Pan, Alpay Medetalibeyoglu, Yury Velichko, Daniela Ladner, Amir Borhani, Ulas Bagci.
Proceedings of the 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing
[Paper]
[Code]
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[WACV 2025] RapidNet: Multi-Level Dilated Convolution Based Mobile Backbone.
Mustafa Munir, Md Mostafijur Rahman, and Radu Marculescu.
🏆 GAIN Best Poster Award 2025 Winner
Proceedings of the 2025 IEEE/CVF Winter Conference on Applications of Computer Vision
[Paper]
[Code]
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[CVPR 2024] EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation.
Md Mostafijur Rahman, Mustafa Munir, and Radu Marculecu.
Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition
[Paper]
[arxiv]
[Code]
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[CVPR 2024] GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs.
Mustafa Munir, William Avery, Md Mostafijur Rahman, and Radu Marculecu.
Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition
[Paper]
[arxiv]
[Code]
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[CVPR 2024] PP-SAM: Perturbed Prompts for Robust Adaptation of Segment Anything Model for Polyp Segmentation.
Md Mostafijur Rahman, Mustafa Munir, Debesh Jha, Ulas Bagci, and Radu Marculescu.
Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops
[Paper]
[arxiv]
[Code]
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[WACV 2024] G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation.
Md Mostafijur Rahman, Radu Marculescu.
Proceedings of the 2024 IEEE/CVF Winter Conference on Applications of Computer Vision
[Paper]
[arxiv]
[Code]
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[MIDL 2023] Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation.
Md Mostafijur Rahman, Radu Marculescu.
Medical Imaging with Deep Learning
[Paper]
[arxiv]
[Code]
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[WACV 2023] Medical Image Segmentation via Cascaded Attention Decoding.
Md Mostafijur Rahman, Radu Marculescu.
🏆 GAIN Best Poster Award 2023 Winner; 🏆 The Texas Health Catalyst Award 2024 Winner; 🏆 UT Proof of Concepts Award Winner]
Proceedings of the 2023 IEEE/CVF Winter Conference on Applications of Computer Vision
[Paper]
[Code]
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[SIGSPATIAL GeoAI 2021] Mapping Road Safety Barriers Across Street View Image Sequences: A Hybrid Object Detection and Recurrent Model.
Md Mostafijur Rahman, Arpan Man Sainju, and Zhe Jiang.
[Paper]
[Code]
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[ICIEV 2019] Bangla Handwritten Basic Character Recognition Using Deep Convolutional Neural Network.
Chandrika Saha, Rahat Hossain Faisal, and Md Mostafijur Rahman.
[Paper]
[Code]
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[J-SIVP 2018] MCCT: a Multi-channel Complementary Census Transform for Image Classification.
Md Mostafijur Rahman, Shanto Rahman, and Mohammad Shoyaib.
[Paper]
[Code]
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[JIVP 2017] DTCTH: a Discriminative Local Pattern Descriptor for Image Classification.
Md Mostafijur Rahman, Shanto Rahman, Rayhanur Rahman, Mainul Hossain, and Mohammad Shoyaib.
[Paper]
[Code]
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[JIVP 2016] An Adaptive Gamma Correction for Image Enhancement.
Shanto Rahman, Md Mostafijur Rahman, M. Abdullah-Al-Wadud, Golam Dastegir Al-Quaderi, and Mohammad Shoyaib.
Used by NIH in MIPAV API
[Paper]
[Code]
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[ICCIT 2015] Noise Adaptive Binary Pattern for Face Image Analysis.
Md Mostafijur Rahman, Shanto Rahman, Minhas Kamal, M. Abdullah-Al-Wadud, Emon Kumar Dey, and Mohammad Shoyaib.
🏆 Best Paper Award
[Paper]
[Code]
