Argoverse 2: Next generation datasets for self-driving perception and forecasting

B Wilson, W Qi, T Agarwal, J Lambert, J Singh… - arXiv preprint arXiv …, 2023 - arxiv.org
We introduce Argoverse 2 (AV2)-a collection of three datasets for perception and forecasting
research in the self-driving domain. The annotated Sensor Dataset contains 1,000 …

KAIST multi-spectral day/night data set for autonomous and assisted driving

Y Choi, N Kim, S Hwang, K Park… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
We introduce the KAIST multi-spectral data set, which covers a great range of drivable
regions, from urban to residential, for autonomous systems. Our data set provides the …

Thermal image enhancement using convolutional neural network

Y Choi, N Kim, S Hwang… - 2016 IEEE/RSJ …, 2016 - ieeexplore.ieee.org
With the advent of commodity autonomous mobiles, it is becoming increasingly prevalent to
recognize under extreme conditions such as night, erratic illumination conditions. This need …

Weakly aligned feature fusion for multimodal object detection

L Zhang, Z Liu, X Zhu, Z Song, X Yang… - … on Neural Networks …, 2021 - ieeexplore.ieee.org
To achieve accurate and robust object detection in the real-world scenario, various forms of
images are incorporated, such as color, thermal, and depth. However, multimodal data often …

VLASE: Vehicle localization by aggregating semantic edges

X Yu, S Chaturvedi, C Feng, Y Taguchi… - 2018 IEEE/RSJ …, 2018 - ieeexplore.ieee.org
We propose VLASE, a framework to use semantic edge features from images to achieve on-
road localization. Semantic edge features denote edge contours that separate pairs of …

Fast multiple objects detection and tracking fusing color camera and 3D LIDAR for intelligent vehicles

S Hwang, N Kim, Y Choi, S Lee… - 2016 13th international …, 2016 - ieeexplore.ieee.org
For many robotics and intelligent vehicle applications, detection and tracking multiple
objects (DATMO) is one of the most important components. However, most of the DATMO …

Multispectral transfer network: Unsupervised depth estimation for all-day vision

N Kim, Y Choi, S Hwang, IS Kweon - … of the AAAI Conference on Artificial …, 2018 - ojs.aaai.org
To understand the real-world, it is essential to perceive in all-day conditions including cases
which are not suitable for RGB sensors, especially at night. Beyond these limitations, the …

What makes visual place recognition easy or hard?

S Schubert, P Neubert - arXiv preprint arXiv:2106.12671, 2021 - arxiv.org
Visual place recognition is a fundamental capability for the localization of mobile robots. It
places image retrieval in the practical context of physical agents operating in a physical …

[HTML][HTML] Wavelet-based visible and infrared image fusion: a comparative study

AD Sappa, JA Carvajal, CA Aguilera, M Oliveira… - Sensors, 2016 - mdpi.com
This paper evaluates different wavelet-based cross-spectral image fusion strategies adopted
to merge visible and infrared images. The objective is to find the best setup independently of …

Stereo camera-based autonomous driving method and apparatus

KIM Changhyun, H Kang, S Changwoo… - US Patent …, 2019 - Google Patents
Disclosed is a stereo camera-based autonomous driving method and apparatus, the method
including estimating a driving situation of a vehicle, determining a parameter to control a …