Vanishing Point Estimation in Uncalibrated Images with Prior Gravity Direction

R Pautrat, S Liu, P Hruby… - Proceedings of the …, 2023 - openaccess.thecvf.com
We tackle the problem of estimating a Manhattan frame, ie three orthogonal vanishing
points, and the unknown focal length of the camera, leveraging a prior vertical direction. The …

VPDETR: End-to-End Vanishing Point DEtection TRansformers

T Chen, X Ying, J Yang, R Wang, R Guo… - Proceedings of the …, 2024 - ojs.aaai.org
In the field of vanishing point detection, previous works commonly relied on extracting and
clustering straight lines or classifying candidate points as vanishing points. This paper …

Semi-supervised vanishing point detection with contrastive learning

Y Wang, S Gu, Y Liu, H Kong - Pattern Recognition, 2024 - Elsevier
Vanishing point (VP) detection in road images plays an important role in driving scenes for
advanced driver assistance systems (ADAS) and autonomous vehicles. Because it is still a …

End-to-End Real-Time Vanishing Point Detection with Transformer

X Tong, S Peng, Y Guo, X Huang - … of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
In this paper, we propose a novel transformer-based end-to-end real-time vanishing point
detection method, which is named Vanishing Point TRansformer (VPTR). The proposed …

Deep Single Image Camera Calibration by Heatmap Regression to Recover Fisheye Images Under Manhattan World Assumption

N Wakai, S Sato, Y Ishii… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
A Manhattan world lying along cuboid buildings is useful for camera angle estimation.
However accurate and robust angle estimation from fisheye images in the Manhattan world …

[HTML][HTML] Automatic roadside camera calibration with transformers

Y Li, Z Zhao, Y Chen, X Zhang, R Tian - Sensors, 2023 - mdpi.com
Previous camera self-calibration methods have exhibited certain notable shortcomings. On
the one hand, they either exclusively emphasized scene cues or solely focused on vehicle …

ELSM: Evidence-Based Line Segment Merging

N Hamid, N Khan, A Akram - The Computer Journal, 2024 - academic.oup.com
Existing line segment detectors break perceptually contiguous linear structures into multiple
line segments. This can be offset by re-merging the segments, but existing merging …

Contrast-Guided Line Segment Detection

Z Wang, B Zhong, D Han, KK Ma - IEEE Signal Processing …, 2023 - ieeexplore.ieee.org
Due to the effects of quantization error and image noise, detecting 'meaningful'line segments
from an image with high continuity is a challenging task. To pursue this goal, a novel line …

Prediction-Correction Line Segment Detection

Z Sha, B Zhong - … 2024-2024 IEEE International Conference on …, 2024 - ieeexplore.ieee.org
Edge-drawing methods have gained increasing popularity in line segment detection due to
their notable efficiency. However, existing algorithms commonly impose a pre-determined …

CollabVP: Structure-Enhanced VP Detector

A Elassam, G Simon, MO Berger - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
We introduce in this paper a novel structure-enhanced VP detector, CollabVP, which uses a
multi-task learning frame-work to estimate multiple horizontal vanishing points (VPs) from a …