% abbreviations substitution @String(PAMI = {TPAMI}) @String(IJCV = {IJCV}) @String(CVPR = {CVPR}) @String(CVPRW = {CVPR Workshops}) @String(ICCV = {ICCV}) @String(ICCVW = {ICCV Workshops}) @String(ECCV = {ECCV}) @String(ECCVW = {ECCV Workshops}) @String(NIPS = {NeurIPS}) @String(ICPR = {ICPR}) @String(BMVC = {BMVC}) @String(TOG = {ACM TOG}) @String(TIP = {IEEE TIP}) @String(TVCG = {IEEE TVCG}) @String(TCSVT = {IEEE TCSVT}) @String(TMM = {IEEE TMM}) @String(ACMMM = {ACM MM}) @String(ICME = {ICME}) @String(ICASSP= {ICASSP}) @String(ICIP = {ICIP}) @String(ACCV = {ACCV}) @String(ICLR = {ICLR}) @String(IJCAI = {IJCAI}) @String(PR = {PR}) @String(AAAI = {AAAI}) @String(CSVT = {IEEE TCSVT}) @String(ICML = {ICML}) @inproceedings{chen2021SimSiam, title={Exploring simple {S}iamese representation learning}, author={Chen, Xinlei and He, Kaiming}, booktitle=cvpr, year={2021} } @inproceedings{hinton1994autoencoders, title={Autoencoders, minimum description length, and helmholtz free energy}, author={Hinton, Geoffrey E and Zemel, Richard S}, booktitle=nips, year={1994} } @inproceedings{cubuk2019randaugment, title={RandAugment: Practical automated data augmentation with a reduced search space}, author={Cubuk, Ekin D and Zoph, Barret and Shlens, Jonathon and Le, Quoc V}, booktitle=cvprw, year={2020} } @article{becker1992self, title={Self-organizing neural network that discovers surfaces in random-dot stereograms}, author={Becker, Suzanna and Hinton, Geoffrey E}, journal={Nature}, year={1992} } @article{chen2017deeplab, title={Deep{L}ab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected {CRFs}}, author={Chen, Liang-Chieh and Papandreou, George and Kokkinos, Iasonas and Murphy, Kevin and Yuille, Alan L}, journal=pami, year={2017} } @article{ba2016layer, title={Layer normalization}, author={Ba, Jimmy Lei and Kiros, Jamie Ryan and Hinton, Geoffrey E}, journal={arXiv:1607.06450}, year={2016} } @misc{wu2019detectron2, author={Yuxin Wu and Alexander Kirillov and Francisco Massa and Wan-Yen Lo and Ross Girshick}, title={Detectron2}, howpublished={\url{https://github.com/facebookresearch/detectron2}}, year={2019} } @article{tian2019contrastive, title={Contrastive multiview coding}, author={Tian, Yonglong and Krishnan, Dilip and Isola, Phillip}, journal={arXiv:1906.05849}, year={2019}, note={Updated version accessed at \url{https://openreview.net/pdf?id=BkgStySKPB}} } @inproceedings{zhuang2019local, title={Local aggregation for unsupervised learning of visual embeddings}, author={Zhuang, Chengxu and Zhai, Alex Lin and Yamins, Daniel}, booktitle=iccv, year={2019}, note={Additional results accessed from supplementary materials} } @article{bao2021beit, title={{BEiT}: {BERT} Pre-Training of Image Transformers}, author={Bao, Hangbo and Dong, Li and Wei, Furu}, journal={arXiv:2106.08254}, year={2021}, note={\emph{Accessed in June 2021}} }