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New: [ICCVW 2025] MK-UNet: Multi-kernel Lightweight CNN for Medical Image Segmentation.
Md Mostafijur Rahman, Radu Marculescu.
[Paper]
[Code]
Accepted as Oral
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New: [MICCAI 2025] EfficientMedNeXt: Multi-Receptive Dilated Convolutions for Medical Image Segmentation.
Md Mostafijur Rahman, Mustafa Munir, Radu Marculescu.
[Paper]
[Code]
Accepted
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New: [CVPR 2025] EffiDec3D: An Optimized Decoder for Efficient High-Performance 3D Medical Image Segmentation.
Md Mostafijur Rahman, Radu Marculescu.
[Paper]
[Code]
Highlight 🏅
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New: [CVPRW 2025] From Data to Design: Leveraging Frequency Statistics for Efficient Neural Network Architectures.
Mustafa Munir, Guihong Li, Md Mostafijur Rahman, Radu Marculescu.
[Paper]
[Code]
New: [MIDL 2025] Training-Free Dataset Pruning for Polyp Segmentation via Community Detection in Similarity Networks.
Md Mostafijur Rahman, Radu Marculescu.
[Paper]
[Code]
Oral
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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.
[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]
[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.
[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.
[Paper]
[arxiv]
[Code]
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[CVPRW 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.
[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.
[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.
[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]
[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]
