Search Results for author: Ioannis Pitas

Found 12 papers, 2 papers with code

LIX: Implicitly Infusing Spatial Geometric Prior Knowledge into Visual Semantic Segmentation for Autonomous Driving

no code implementations13 Mar 2024 Sicen Guo, Zhiyuan Wu, Qijun Chen, Ioannis Pitas, Rui Fan

We introduce the Learning to Infuse "X" (LIX) framework, with novel contributions in both logit distillation and feature distillation aspects.

Autonomous Driving Knowledge Distillation +1

SNE-RoadSegV2: Advancing Heterogeneous Feature Fusion and Fallibility Awareness for Freespace Detection

no code implementations29 Feb 2024 Yi Feng, Yu Ma, Qijun Chen, Ioannis Pitas, Rui Fan

Feature-fusion networks with duplex encoders have proven to be an effective technique to solve the freespace detection problem.

Computational Efficiency

Computer Stereo Vision for Autonomous Driving

no code implementations6 Dec 2020 Rui Fan, Li Wang, Mohammud Junaid Bocus, Ioannis Pitas

As an important component of autonomous systems, autonomous car perception has had a big leap with recent advances in parallel computing architectures.

Autonomous Driving Image Segmentation +3

ATG-PVD: Ticketing Parking Violations on A Drone

no code implementations21 Aug 2020 Hengli Wang, Yuxuan Liu, Huaiyang Huang, Yuheng Pan, Wenbin Yu, Jialin Jiang, Dianbin Lyu, Mohammud J. Bocus, Ming Liu, Ioannis Pitas, Rui Fan

In this paper, we introduce a novel suspect-and-investigate framework, which can be easily embedded in a drone for automated parking violation detection (PVD).

Optical Flow Estimation

Three-Filters-to-Normal: An Accurate and Ultrafast Surface Normal Estimator

2 code implementations17 May 2020 Rui Fan, Hengli Wang, Bohuan Xue, Huaiyang Huang, YuAn Wang, Ming Liu, Ioannis Pitas

To evaluate the performance of our proposed SNE, we created three large-scale synthetic datasets (easy, medium and hard) using 24 3D mesh models, each of which is used to generate 1800--2500 pairs of depth images (resolution: 480X640 pixels) and the corresponding ground-truth surface normal maps from different views.

Key Ingredients of Self-Driving Cars

no code implementations7 Jun 2019 Rui Fan, Jianhao Jiao, Haoyang Ye, Yang Yu, Ioannis Pitas, Ming Liu

Over the past decade, many research articles have been published in the area of autonomous driving.

Autonomous Driving Self-Driving Cars

A Robust Roll Angle Estimation Algorithm Based on Gradient Descent

no code implementations5 Jun 2019 Rui Fan, Lujia Wang, Ming Liu, Ioannis Pitas

This paper presents a robust roll angle estimation algorithm, which is developed from our previously published work, where the roll angle was estimated from a dense disparity map by minimizing a global energy using golden section search algorithm.

Computational Efficiency

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