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Recent advancements in the Mamba architecture, with its linear computational complexity, being a promising alternative to transformer architectures suffering from quadratic complexity.
Imagenet classification with deep convolutional neural networks
Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton · 2012
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Fully convolutional networks for semantic segmentation
Jonathan Long, Evan Shelhamer, and Trevor Darrell · 2015
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U-net: Convolutional networks for biomedical image segmentation
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Deep residual learning for image recognition
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Real-time single image and video super-resolution using an efficient sub-pixel convolutional neural network
Wenzhe Shi, Jose Caballero, Ferenc Huszár, Johannes Totz, Andrew P Aitken, Rob Bishop, Daniel Rueckert, and Zehan Wang · 2016
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Joint 2d-3d semantic data for indoor scene understanding
I Armeni · 2017
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Segnet: A deep convolutional encoder-decoder architecture for image segmentation
Vijay Badrinarayanan, Alex Kendall, and Roberto Cipolla · 2017
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Deformable convolutional networks
Jifeng Dai, Haozhi Qi, Yuwen Xiong, Yi Li, Guodong Zhang, Han Hu, and Yichen Wei · 2017
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Carla: An open urban driving simulator
Alexey Dosovitskiy, German Ros, Felipe Codevilla, Antonio Lopez, and Vladlen Koltun · 2017
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Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
Antti Tarvainen and Harri Valpola · 2017
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Attention is all you need
A Vaswani · 2017
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Dynamic task prioritization for multitask learning
Michelle Guo, Albert Haque, De-An Huang, Serena Yeung, and Li Fei-Fei · 2018
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Multi-task learning using uncertainty to weigh losses for scene geometry and semantics
Alex Kendall, Yarin Gal, and Roberto Cipolla · 2018
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Unified perceptual parsing for scene understanding
Tete Xiao, Yingcheng Liu, Bolei Zhou, Yuning Jiang, and Jian Sun · 2018
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Restricted deformable convolution-based road scene semantic segmentation using surround view cameras
Liuyuan Deng, Ming Yang, Hao Li, Tianyi Li, Bing Hu, and Chunxiang Wang · 2019
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Dual attention network for scene segmentation
Jun Fu, Jing Liu, Haijie Tian, Yong Li, Yongjun Bao, Zhiwei Fang, and Hanqing Lu · 2019
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Ccnet: Criss-cross attention for semantic segmentation
Zilong Huang, Xinggang Wang, Lichao Huang, Chang Huang, Yunchao Wei, and Wenyu Liu · 2019
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Can we pass beyond the field of view? panoramic annular semantic segmentation for real-world surrounding perception
Kailun Yang, Xinxin Hu, Luis M Bergasa, Eduardo Romera, Xiao Huang, Dongming Sun, and Kaiwei Wang · 2019
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Woodscape: A multi-task, multi-camera fisheye dataset for autonomous driving
Senthil Yogamani, Ciarán Hughes, Jonathan Horgan, Ganesh Sistu, Padraig Varley, Derek O’Dea, Michal Uricár, Stefan Milz, Martin Simon, Karl Amende, et al · 2019
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Xizhou Zhu, Han Hu, Stephen Lin, and Jifeng Dai · 2019
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An image is worth 16x16 words: Transformers for image recognition at scale
Alexey Dosovitskiy · 2020
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Tangent images for mitigating spherical distortion
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Covariance attention for semantic segmentation
Yazhou Liu, Yuliang Chen, Pongsak Lasang, and Qunsen Sun · 2020
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Deformable detr: Deformable transformers for end-to-end object detection
Xizhou Zhu, Weijie Su, Lewei Lu, Bin Li, Xiaogang Wang, and Jifeng Dai · 2020
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Per-pixel classification is not all you need for semantic segmentation
Bowen Cheng, Alex Schwing, and Alexander Kirillov · 2021
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Panoramic panoptic segmentation: Towards complete surrounding understanding via unsupervised contrastive learning
Alexander Jaus, Kailun Yang, and Rainer Stiefelhagen · 2021
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Mamba: Linear-time sequence modeling with selective state spaces
Albert Gu and Tri Dao · 2023
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Sgat4pass: spherical geometry-aware transformer for panoramic semantic segmentation
Xuewei Li, Tao Wu, Zhongang Qi, Gaoang Wang, Ying Shan, and Xi Li · 2023
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Semantic segmentation using transfer learning on fisheye images
Sneha Paul, Zachary Patterson, and Nizar Bouguila · 2023
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Internimage: Exploring large-scale vision foundation models with deformable convolutions
Wenhai Wang, Jifeng Dai, Zhe Chen, Zhenhang Huang, Zhiqi Li, Xizhou Zhu, Xiaowei Hu, Tong Lu, Lewei Lu, Hongsheng Li, et al · 2023
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Complementary bi-directional feature compression for indoor 360deg semantic segmentation with self-distillation
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Rsmamba: Remote sensing image classification with state space model
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