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20242026
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cs.CV2026

BridgeTA: Bridging the Representation Gap in Knowledge Distillation via Teacher Assistant for Bird's Eye View Map Segmentation

Beomjun Kim, Suhan Woo, Sejong Heo +1

Bird's-Eye-View (BEV) map segmentation is one of the most important and challenging tasks in autonomous driving. Camera-only approaches have drawn attention as cost-effective alter…

cs.CV2026

HypeVPR: Exploring Hyperbolic Space for Perspective to Equirectangular Visual Place Recognition

Suhan Woo, Seongwon Lee, Jinwoo Jang +1

Visual environments are inherently hierarchical, as a panoramic view naturally encompasses and organizes multiple perspective views within its field. Capturing this hierarchy is cr…

cs.CV2025

ALC: Active and Automated Label Correction for Semantic Segmentation

Youjin Jeon, Kyusik Cho, Suhan Woo +1

Active Label Correction (ALC) has emerged as a promising solution to the high cost and error-prone nature of manual pixel-wise annotation in semantic segmentation, by actively iden…

cs.CV2025

Environmental Change Detection: Toward a Practical Task of Scene Change Detection

Kyusik Cho, Suhan Woo, Hongje Seong +1

Humans do not memorize everything. Thus, humans recognize scene changes by exploring the past images. However, available past (i.e., reference) images typically represent nearby vi…

cs.CV2024

Decomposition of Neural Discrete Representations for Large-Scale 3D Mapping

Minseong Park, Suhan Woo, Euntai Kim

Learning efficient representations of local features is a key challenge in feature volume-based 3D neural mapping, especially in large-scale environments. In this paper, we introdu…