@misc{zhang2021adapter, title={Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling}, author={Renrui Zhang and Rongyao Fang and Peng Gao and Wei Zhang and Kunchang Li and Jifeng Dai and Yu Qiao and Hongsheng Li}, year={2021}, eprint={2111.03930}, archivePrefix={arXiv}, primaryClass={cs.CV}, url={https://arxiv.org/abs/2111.03930} }