* Submitted to TPAMI as a journal extension of ECCV 2022. Jinxing Zhou,
Xuyang Shen, and Jianyuan Wang contribute equally to this work. Meng Wang and
Yiran Zhong are the corresponding authors. Code is available at
https://github.com/OpenNLPLab/AVSBench. Online benchmark is available at
http://www.avlbench.opennlplab.cn. arXiv admin note: substantial text overlap
with arXiv:2207.05042 Access Paper or Ask Questions