2604.13244v1 Apr 14, 2026 cs.CV

제4회 해양 컴퓨터 비전 워크숍 (MaCVi): 챌린지 개요

4th Workshop on Maritime Computer Vision (MaCVi): Challenge Overview

Licheng Jiao
Licheng Jiao
Citations: 820
h-index: 15
Lingling Li
Lingling Li
Citations: 6,047
h-index: 41
Kyoobin Lee
Kyoobin Lee
Citations: 37
h-index: 3
Benjamin Kiefer
Benjamin Kiefer
Citations: 458
h-index: 10
Jan Lukas Augustin
Jan Lukas Augustin
Citations: 41
h-index: 2
Jon Muhovivc
Jon Muhovivc
Citations: 10
h-index: 1
Min-ye Jeong
Min-ye Jeong
Citations: 0
h-index: 0
Arnold Wiliem
Arnold Wiliem
Citations: 44
h-index: 4
J. Pers
J. Pers
Citations: 2,138
h-index: 24
M. Kristan
M. Kristan
Citations: 12,650
h-index: 45
Matija Tervsek
Matija Tervsek
Citations: 16
h-index: 2
Josip vSari'c
Josip vSari'c
Citations: 59
h-index: 2
A. Vats
A. Vats
Citations: 267
h-index: 9
Dominik Hildebrand
Dominik Hildebrand
Citations: 0
h-index: 0
Rafia Rahim
Rafia Rahim
Citations: 303
h-index: 4
Mahmut Karaaslan
Mahmut Karaaslan
Citations: 12
h-index: 1
Arpit Vaishya
Arpit Vaishya
Citations: 5
h-index: 1
Ersin Kaya
Ersin Kaya
Citations: 17
h-index: 1
A. Mashrur
A. Mashrur
Citations: 173
h-index: 3
Tze-Hsiang Tang
Tze-Hsiang Tang
Citations: 0
h-index: 0
Jun-Wei Hsieh
Jun-Wei Hsieh
Citations: 98
h-index: 4
W. Jo
W. Jo
Citations: 0
h-index: 0
Doyeon Lee
Doyeon Lee
Citations: 31
h-index: 3
V. Nageli
V. Nageli
Citations: 32
h-index: 4
Arshad Jamal
Arshad Jamal
Citations: 8
h-index: 2
G. R. S. Subrahmanyam
G. R. S. Subrahmanyam
Citations: 3,220
h-index: 12
Jemo Maeng
Jemo Maeng
Citations: 0
h-index: 0
Xu Liu
Xu Liu
Citations: 1
h-index: 1
Jannik Sheikh
Jannik Sheikh
Citations: 11
h-index: 1
Martin Weinmann
Martin Weinmann
Citations: 38
h-index: 4
Ivan Martinovi'c
Ivan Martinovi'c
Citations: 0
h-index: 0
Jose Mateus Raitz Persch
Jose Mateus Raitz Persch
Citations: 0
h-index: 0
R. H. Cheppally
R. H. Cheppally
Citations: 84
h-index: 4
M. E. Belviranli
M. E. Belviranli
Citations: 494
h-index: 13
Dimitris Gahtidis
Dimitris Gahtidis
Citations: 3
h-index: 1
Hye-Yeun Chun
Hye-Yeun Chun
Citations: 2
h-index: 1
Sangmun Lee
Sangmun Lee
Citations: 4
h-index: 1
Philipp Gorczak
Philipp Gorczak
Citations: 124
h-index: 7
Je-Min Jeon
Je-Min Jeon
Citations: 6
h-index: 2
Borja Carrillo Perez
Borja Carrillo Perez
Citations: 0
h-index: 0
Jiahui Wang
Jiahui Wang
Citations: 3
h-index: 1
A. Michel
A. Michel
Citations: 67
h-index: 5
J. Kuester
J. Kuester
Citations: 145
h-index: 6
Bettina Felten
Bettina Felten
Citations: 2
h-index: 1
Wolfgang Gross
Wolfgang Gross
Citations: 29
h-index: 3
Justin Davis
Justin Davis
Citations: 4
h-index: 1
Alberto Quattrini Li
Alberto Quattrini Li
Citations: 4
h-index: 2
S. Xie
S. Xie
Citations: 4
h-index: 1
Chun-Ming Tsai
Chun-Ming Tsai
Citations: 641
h-index: 13
Ming-Ching Chang
Ming-Ching Chang
Citations: 38
h-index: 3
Yu Cao
Yu Cao
Citations: 0
h-index: 0
Seongjun Lee
Seongjun Lee
Citations: 1
h-index: 1
Hansol Kim
Hansol Kim
Citations: 0
h-index: 0
Sangmin Park
Sangmin Park
Citations: 64
h-index: 5
Yuan Feng
Yuan Feng
Citations: 0
h-index: 0

제4회 해양 컴퓨터 비전 워크숍 (MaCVi)은 CVPR 2026의 일환으로 개최됩니다. 이번 워크숍에서는 예측 정확도와 실시간 적용 가능성을 모두 강조하는 다섯 가지 벤치마크 챌린지가 진행됩니다. 본 보고서는 MaCVi 2026 챌린지의 구성, 평가 프로토콜, 데이터셋 및 벤치마크 트랙을 요약하고, 등장하는 방법론 동향에 대한 정량적 결과, 질적 비교 및 챌린지 간 분석을 제시합니다. 또한, 우수한 성적을 거둔 팀들의 기술 보고서를 포함하여, 벤치마크 전체에서 이루어진 실질적인 설계 선택과 얻은 교훈을 강조합니다. 데이터셋, 순위표 및 챌린지 관련 자료는 https://macvi.org/workshop/cvpr26 에서 확인하실 수 있습니다.

Original Abstract

The 4th Workshop on Maritime Computer Vision (MaCVi) is organized as part of CVPR 2026. This edition features five benchmark challenges with emphasis on both predictive accuracy and embedded real-time feasibility. This report summarizes the MaCVi 2026 challenge setup, evaluation protocols, datasets, and benchmark tracks, and presents quantitative results, qualitative comparisons, and cross-challenge analyses of emerging method trends. We also include technical reports from top-performing teams to highlight practical design choices and lessons learned across the benchmark suite. Datasets, leaderboards, and challenge resources are available at https://macvi.org/workshop/cvpr26.

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