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20202022
most citedCan we cover navigational perception needs of the visually impaired by panoptic segmentation?

7 citations · 22 across the 13 of their papers we have counts for

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cs.CV20223 cited

Indoor Navigation Assistance for Visually Impaired People via Dynamic SLAM and Panoptic Segmentation with an RGB-D Sensor

Wenyan Ou, Jiaming Zhang, Kunyu Peng +4

Exploring an unfamiliar indoor environment and avoiding obstacles is challenging for visually impaired people. Currently, several approaches achieve the avoidance of static obstacl…

cs.CV2022

Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning

Xinyu Luo, Jiaming Zhang, Kailun Yang +3

Autonomous vehicles utilize urban scene segmentation to understand the real world like a human and react accordingly. Semantic segmentation of normal scenes has experienced a remar…

cs.CV2022

Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic Segmentation

Jiaming Zhang, Kailun Yang, Chaoxiang Ma +3

Panoramic images with their 360-degree directional view encompass exhaustive information about the surrounding space, providing a rich foundation for scene understanding. To unfold…

cs.CV20212 cited

Transfer beyond the Field of View: Dense Panoramic Semantic Segmentation via Unsupervised Domain Adaptation

Jiaming Zhang, Chaoxiang Ma, Kailun Yang +3

Autonomous vehicles clearly benefit from the expanded Field of View (FoV) of 360-degree sensors, but modern semantic segmentation approaches rely heavily on annotated training data…

cs.CV2021

Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance

Jiaming Zhang, Kailun Yang, Angela Constantinescu +3

Transparent objects, such as glass walls and doors, constitute architectural obstacles hindering the mobility of people with low vision or blindness. For instance, the open space b…

cs.CV20211 cited

Trans4Trans: Efficient Transformer for Transparent Object Segmentation to Help Visually Impaired People Navigate in the Real World

Jiaming Zhang, Kailun Yang, Angela Constantinescu +3

Common fully glazed facades and transparent objects present architectural barriers and impede the mobility of people with low vision or blindness, for instance, a path detected beh…