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In person re-identification (ReID), very recent researches have validated pre-training the models on unlabelled person images is much better than on ImageNet.
Deng, J., Dong, W., Socher, R., Li, L.J., Li, K., Fei-Fei, L.: Imagenet: A large-scale hierarchical image database. In: 2009 IEEE conference on computer vision and pattern recognition. pp. 248–255. Ieee (2009)
2009
Earlier work this paper cites.
Zheng, L., Shen, L., Tian, L., Wang, S., Wang, J., Tian, Q.: Scalable person re-identification: A benchmark. In: Computer Vision, IEEE International Conference on Computer Vision. pp. 1116–1124 (2015)
2015
Earlier work this paper cites.
He, K., Zhang, X., Ren, S., Sun, J.: Deep residual learning for image recognition. In: Proceedings of the IEEE conference on computer vision and pattern recognition. pp. 770–778 (2016)
2016
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2017
Earlier work this paper cites.
Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A.N., Kaiser, Ł., Polosukhin, I.: Attention is all you need. In: Proceedings of the 31st International Conference on Neural Information Processing Systems. pp. 6000–6010 (2017)
2017
Earlier work this paper cites.
Kalayeh, M.M., Basaran, E., Gökmen, M., Kamasak, M.E., Shah, M.: Human semantic parsing for person re-identification. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. pp. 1062–1071 (2018)
2018
Earlier work this paper cites.
Pan, X., Luo, P., Shi, J., Tang, X.: Two at once: Enhancing learning and generalization capacities via ibn-net. In: Proceedings of the European Conference on Computer Vision (ECCV). pp. 464–479 (2018)
2018
Earlier work this paper cites.
Sun, Y., Zheng, L., Yang, Y., Tian, Q., Wang, S.: Beyond part models: Person retrieval with refined part pooling (and a strong convolutional baseline). In: Proceedings of the European Conference on Computer Vision (ECCV). pp. 480–496 (2018)
2018
Earlier work this paper cites.
Wang, G., Yuan, Y., Chen, X., Li, J., Zhou, X.: Learning discriminative features with multiple granularities for person re-identification. In: 2018 ACM Multimedia Conference on Multimedia Conference. pp. 274–282. ACM (2018)
2018
Earlier work this paper cites.
Wei, L., Zhang, S., Gao, W., Tian, Q.: Person transfer gan to bridge domain gap for person re-identification. In: Proceedings of the IEEE conference on computer vision and pattern recognition. pp. 79–88 (2018)
2018
Earlier work this paper cites.
Chen, T., Ding, S., Xie, J., Yuan, Y., Chen, W., Yang, Y., Ren, Z., Wang, Z.: Abd-net: Attentive but diverse person re-identification. In: Proceedings of the IEEE International Conference on Computer Vision (2019)
2019
Earlier work this paper cites.
Devlin, J., Chang, M.W., Lee, K., Toutanova, K.: Bert: Pre-training of deep bidirectional transformers for language understanding. In: Proceedings of NAACL-HLT. pp. 4171–4186 (2019)
2019
Earlier work this paper cites.
Guo, H., Wu, H., Zhao, C., Zhang, H., Wang, J., Lu, H.: Cascade attention network for person re-identification. In: 2019 IEEE International Conference on Image Processing (ICIP). pp. 2264–2268. IEEE (2019)
2019
Earlier work this paper cites.
Luo, H., Gu, Y., Liao, X., Lai, S., Jiang, W.: Bag of tricks and a strong baseline for deep person re-identification. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops. pp. 0–0 (2019)
2019
Cited alongside, same era.
2020
Cited alongside, same era.
2020
Cited alongside, same era.
Chen, X., Fu, C., Zhao, Y., Zheng, F., Song, J., Ji, R., Yang, Y.: Salience-guided cascaded suppression network for person re-identification. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. pp. 3300–3310 (2020)
2020
Cited alongside, same era.
Zou, Y., Yang, X., Yu, Z., Kumar, B., Kautz, J.: Joint disentangling and adaptation for cross-domain person re-identification. In: European Conference on Computer Vision. pp. 87–104. Springer (2020)
2020
Later among the works it cites.
2021
Later among the works it cites.
Chen, X., Xie, S., He, K.: An empirical study of training self-supervised vision transformers. In: Proceedings of the IEEE/CVF International Conference on Computer Vision. pp. 9640–9649 (2021)
2021
Later among the works it cites.
2021
Later among the works it cites.
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2020
Cited alongside, same era.
2020
Cited alongside, same era.
2020
Cited alongside, same era.
Grill, J.B., Strub, F., Altché, F., Tallec, C., Richemond, P., Buchatskaya, E., Doersch, C., Avila Pires, B., Guo, Z., Gheshlaghi Azar, M., et al.: Bootstrap your own latent-a new approach to self-supervised learning. Advances in Neural Information Processing Systems 33
2020
Cited alongside, same era.
He, K., Fan, H., Wu, Y., Xie, S., Girshick, R.: Momentum contrast for unsupervised visual representation learning. In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition. pp. 9729–9738 (2020)
2020
Cited alongside, same era.
2020
Cited alongside, same era.
Wang, D., Zhang, S.: Unsupervised person re-identification via multi-label classification. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. pp. 10981–10990 (2020)
2020
Cited alongside, same era.
Zeng, K., Ning, M., Wang, Y., Guo, Y.: Hierarchical clustering with hard-batch triplet loss for person re-identification. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. pp. 13657–13665 (2020)
2020
Cited alongside, same era.
Fu, D., Chen, D., Bao, J., Yang, H., Yuan, L., Zhang, L., Li, H., Chen, D.: Unsupervised pre-training for person re-identification. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. pp. 14750–14759 (2021)
2021
Later among the works it cites.
He, S., Luo, H., Wang, P., Wang, F., Li, H., Jiang, W.: Transreid: Transformer-based object re-identification. In: Proceedings of the IEEE International Conference on Computer Vision (2021)
2021
Later among the works it cites.
2021
Later among the works it cites.
2021
Later among the works it cites.
Xuan, S., Zhang, S.: Intra-inter camera similarity for unsupervised person re-identification. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. pp. 11926–11935 (2021)
2021
Later among the works it cites.
2021
Later among the works it cites.
Wu, Y., Huang, T., Yao, H., Zhang, C., Shao, Y., Han, C., Gao, C., Sang, N.: Multi-centroid representation network for domain adaptive person re-id. In: Proceedings of the AAAI Conference on Artificial Intelligence (2022)
2022
Closest in time.
Zhu, K., Guo, H., Liu, S., Wang, J., Tang, M.: Learning semantics-consistent stripes with self-refinement for person re-identification. IEEE Transactions on Neural Networks and Learning Systems pp. 1–12 (2022). https://doi.org/10.1109/TNNLS.2022.3151487
2022
Closest in time.