Strength
适合回答
- 同时覆盖遮挡、对称、三维精度和图像投影。
- 多阈值聚合比单一 success threshold 更稳定。
Principle
公式给出计算规则;示意图帮助区分误差发生在三维模型、可见表面、图像平面还是阈值聚合层。
对每个误差函数,先判断预测 pose 在某个阈值下是否正确,再统计所有标注实例的 recall。
BOP 不押注单一应用需求:用可见表面、三维最坏偏差和二维可感知偏差三种视角共同评分。
How to compute
对每个测试实例计算 VSD、MSSD、MSPD。
在 BOP 定义的多组阈值下统计每种 error 的 recall,并求 AR_e。
平均三个 AR_e 得到数据集 AR_D;需要时再平均核心数据集得到 AR_C。
Strength
Caveat
Paper atlas
由论文的原始指标写法自动归一化得到。直接报告与通过上层协议关联的论文会明确区分。
CVPR · Anna Šárová Mikeštíková, Médéric Fourmy, Martin Cifka 等
CVPR · Yuchen Che, Jingtu Wu, Hao Zheng 等
CVPR · Liming Kuang, Yordanka Velikova, Mahdi Saleh 等
AAAI · Dexin Zuo, Ang Li, Wei Wang 等
3DV · Sebastian Jung, Leonard Klüpfel, Rudolph Triebel 等
arXiv · Jongbin Lim, Taeyun Ha, Mingi Choi 等
ICRA · Panagiotis Sapoutzoglou, Orestis Vaggelis, Athina Zacharia 等
ICRA / IEEE RA-L · Francesco Di Felice, Alberto Remus, Stefano Gasperini 等
IJCV · Jian Liu, Wei Sun, Hui Yang 等
ECCV · Hongli Xu, Jiaqi Hu, Junwen Huang 等
CVPR · Jianqi Chen, Biao Zhang, Xiangjun Tang 等
CVPR · Wubin Shi, Shaoyan Gai, Feipeng Da
WACV · Sajjad Pakdamansavoji, Yintao Ma, Amir Rasouli 等
CVPR · Taeyeop Lee, Bowen Wen, Minjun Kang 等
CVPR · Sungphill Moon, Hyeontae Son, Dongcheol Hur 等
IROS · Amir Hamza, Andrea Caraffa, Davide Boscaini 等
ICRA · Momen Khalil, Vincent Dietrich, Slobodan Ilic
ICRA · Zijiang Zhang, Huimin Lu, Jintong Cai 等
CVPR · Tuo Cao, Fei Luo, Jiongming Qin 等
IROS · Thomas Pöllabauer, Michael Gasser, Tristan Wirth 等
ICCV · Xinhang Liu, Jiawei Shi, Zheng Dang 等
CVPR · Mengya Liu, Siyuan Li, Ajad Chhatkuli 等
CVPR · Weijian Deng, Dylan Campbell, Chunyi Sun 等
IROS · Kuanning Wang, Yuqian Fu, Tianyu Wang 等
WACV · Peter Hönig, Stefan Thalhammer, Jean-Baptiste Weibel 等
ICCV · Junwen Huang, Shishir Reddy Vutukur, Peter KT Yu 等
WACV · Varun Burde, Assia Benbihi, Pavel Burget 等
CVPR · Jaeguk Kim, Jaewoo Park, Keuntek Lee 等
IROS · Teng Guo, Jingjin Yu
CVPR · Qingyuan Wang, Rui Song, Jiaojiao Li 等
CVPR · Ming-Feng Li, Xin Yang, Fu-En Wang 等
CVPR · Xingyu Liu, Gu Wang, Ruida Zhang 等
IEEE TCSVT · Jianqiu Chen, Zikun Zhou, Mingshan Sun 等
CVPR · Bowen Wen, Wei Yang, Jan Kautz 等
ECCV · Evin Pınar Örnek, Yann Labbé, Bugra Tekin 等
ECCV · Andrea Caraffa, Davide Boscaini, Amir Hamza 等
CVPR · Sungphill Moon, Hyeontae Son, Dongcheol Hur 等
CVPR · Van Nguyen Nguyen, Thibault Groueix, Mathieu Salzmann 等
CVPR · Yongliang Lin, Yongzhi Su, Praveen Nathan 等
WACV · Yangzheng Wu, Michael Greenspan
CVPR · Junwen Huang, Hao Yu, Kuan-Ting Yu 等
CVPR · Yuelong Li, Yafei Mao, Raja Bala 等
3DV · Shishir Reddy Vutukur, Heike Brock, Benjamin Busam 等
IROS · Francesco Milano, Jen Jen Chung, Hermann Blum 等
CVPR · Jaime Corsetti, Davide Boscaini, Changjae Oh 等
ECCV · Yang You, Kai Xiong, Zhening Yang 等
ECCV · Yangzheng Wu, Michael Greenspan
CVPR · Jiehong Lin, Lihua Liu, Dekun Lu 等
ICRA · Philipp Ausserlechner, David Haberger, Stefan Thalhammer 等
CoRL · Yann Labbé, Lucas Manuelli, Arsalan Mousavian 等
CVPR · Gu Wang, Fabian Manhardt, Federico Tombari 等
ECCV · Yann Labbé, Justin Carpentier, Mathieu Aubry 等
CVPR · Tomas Hodan, Daniel Barath, Jiri Matas
Next
把同一层级的指标放在一起读,才能知道一个分数为什么升、另一个分数为什么不动。
Visible Surface Discrepancy
Maximum Symmetry-Aware Surface Distance
Maximum Symmetry-Aware Projection Distance
BOP Average Precision for 6D Detection