Strength
适合回答
- 几何含义清楚,传统实例级 benchmark 广泛使用。
- 同一数值同时反映旋转、平移与物体尺寸。
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。
把 CAD 表面均匀采样成点集后,每个点都有固定身份;预测和真实姿态分别变换同一个点,再求距离。
它不是只看物体中心,所以旋转会随离中心越远的点产生更大误差。
How to compute
从 CAD 模型取得固定点集 M。
用真实与预测 pose 分别变换每个同名点。
计算所有对应点距离的平均值,并按协议归一化或阈值化。
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。
ICRA · Xingjian Yang, Ashis G. Banerjee
CVPR · Liming Kuang, Yordanka Velikova, Mahdi Saleh 等
AAAI · Dexin Zuo, Ang Li, Wei Wang 等
CVPR · Nassim Ali Ousalah, Peyman Rostami, Vincent Gaudillière 等
ICRA · Jiahong Chen, Jinghao Wang, Zi Wang 等
ICRA / IEEE RA-L · Xiangting Meng, Jiaqi Yang, Mingshu Chen 等
CVPR · Taegyoon Yoon, Yegyu Han, Seojin Ji 等
CVPR · Jae-Young Kang, Hoonhee Cho, Taeyeop Lee 等
ECCV · Hui Yang, Wei Sun, Jian Liu 等
ICRA / IEEE RA-L · Seunghyeok Back, Joosoon Lee, Kangmin Kim 等
ICRA / IEEE RA-L · Yibo Liu, Zhaodong Jiang, Binbin Xu 等
arXiv · Jongbin Lim, Taeyun Ha, Mingi Choi 等
ICRA · Panagiotis Sapoutzoglou, Orestis Vaggelis, Athina Zacharia 等
IJCV · Jian Liu, Wei Sun, Hui Yang 等
CVPR · Yating Liu, Zhaoshuai Qi, Yang Zou 等
ECCV · Hongli Xu, Jiaqi Hu, Junwen Huang 等
ECCV · Tzu-Yuan Lin, Ho Jae Lee, Kevin Doherty 等
CVPR · Wubin Shi, Shaoyan Gai, Feipeng Da
ICRA / IEEE RA-L · Mark Van der Merwe, Kei Ota, Dmitry Berenson 等
ICRA · Wen Yang, Zhixian Xie, Yiting Wang 等
ICCV · Yufeng Jin, Vignesh Prasad, Snehal Jauhri 等
CVPR · Taeyeop Lee, Bowen Wen, Minjun Kang 等
ICCV · Yuanhong Yu, Xingyi He, Chen Zhao 等
ICCV · Jinghao Wang, Zhang Li, Zi Wang 等
IROS · Tingbang Liang, Yixin Zeng, Jiatong Xie 等
ICCV · Shaobo Zhang, Yuhang Huang, Wanqing Zhao 等
3DV · Dingding Cai, Janne Heikkilä, Esa Rahtu
CVPR · Tuo Cao, Fei Luo, Jiongming Qin 等
ICRA · Jingyang Liu, Zhenyu Lu, Lu Chen 等
CVPR · Tao Tan, Qiulei Dong
CVPR · Mengya Liu, Siyuan Li, Ajad Chhatkuli 等
AAAI · Li Zhang, Haonan Jiang, Yukang Huo 等
ICCV · Junwen Huang, Shishir Reddy Vutukur, Peter KT Yu 等
CVPR · Qingyuan Wang, Rui Song, Jiaojiao Li 等
CVPR · Ming-Feng Li, Xin Yang, Fu-En Wang 等
IROS · Nassim Ali Ousalah, Anis Kacem, Enjie Ghorbel 等
IROS · Ruyi Lian, Yuewei Lin, Longin Jan Latecki 等
ICRA · Hongyu Li, James Akl, Srinath Sridhar 等
ICRA · Jianqiu Chen, Zikun Zhou, Xin Li 等
CVPR · Li Xu, Haoxuan Qu, Yujun Cai 等
3DV · Panwang Pan, Zhiwen Fan, Brandon Yushan Feng 等
ECCV · Jingyi Tang, Gu Wang, Zeyu Chen 等
CVPR · Bowen Wen, Wei Yang, Jan Kautz 等
CVPR · Yongliang Lin, Yongzhi Su, Praveen Nathan 等
WACV · Yangzheng Wu, Michael Greenspan
CVPR · Jingtao Sun, Yaonan Wang, Mingtao Feng 等
3DV · Chen Zhao, Yinlin Hu, Mathieu Salzmann
WACV · Janis Rosskamp, Rene Weller, Gabriel Zachmann
CVPR · Junwen Huang, Hao Yu, Kuan-Ting Yu 等
AAAI · JongMin Lee, Yohann Cabon, Romain Brégier 等
ICRA · Arul Selvam Periyasamy, Sven Behnke
CVPR · Yuelong Li, Yafei Mao, Raja Bala 等
3DV · Zhongqun Zhang, Jifei Song, Eduardo Pérez-Pellitero 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
IROS · Kun Qian, Mustafa Suphi Erden, Xianwen Kong
3DV · Debapriya Maji, Soyeb N. Nagori, Manu Mathew 等
ECCV · Yuan Liu, Yilin Wen, Sida Peng 等
CoRL · Yann Labbé, Lucas Manuelli, Arsalan Mousavian 等
arXiv · Fabian Duffhauss, Tobias Demmler, Gerhard Neumann
3DV · Van Nguyen Nguyen, Yuming Du, Yang Xiao 等
arXiv · Arash Amini, Arul Selvam Periyasamy, Sven Behnke
CVPR · Yisheng He, Haibin Huang, Haoqiang Fan 等
CVPR · Gu Wang, Fabian Manhardt, Federico Tombari 等
CVPR · Yisheng He, Wei Sun, Haibin Huang 等
CVPR · Chen Wang, Danfei Xu, Yuke Zhu 等
ICCV · Sergey Zakharov, Ivan Shugurov, Slobodan Ilic
CVPR · Sida Peng, Yuan Liu, Qixing Huang 等
CoRL · Jonathan Tremblay, Thang To, Balakumar Sundaralingam 等
CVPR · Bugra Tekin, Sudipta N. Sinha, Pascal Fua
ICCV · Wadim Kehl, Fabian Manhardt, Federico Tombari 等
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。
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