{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T10:00:44Z","timestamp":1742983244807,"version":"3.40.3"},"publisher-location":"Singapore","reference-count":14,"publisher":"Springer Nature Singapore","isbn-type":[{"type":"print","value":"9789819601219"},{"type":"electronic","value":"9789819601226"}],"license":[{"start":{"date-parts":[[2024,11,12]],"date-time":"2024-11-12T00:00:00Z","timestamp":1731369600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,11,12]],"date-time":"2024-11-12T00:00:00Z","timestamp":1731369600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-981-96-0122-6_32","type":"book-chapter","created":{"date-parts":[[2024,11,16]],"date-time":"2024-11-16T18:24:28Z","timestamp":1731781468000},"page":"367-379","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Data-Free Quantization of\u00a0Vision Transformers Through Perturbation-Aware Image Synthesis"],"prefix":"10.1007","author":[{"given":"Yuchen","family":"Yang","sequence":"first","affiliation":[]},{"given":"Lianrui","family":"Mu","sequence":"additional","affiliation":[]},{"given":"Jiedong","family":"Zhuang","sequence":"additional","affiliation":[]},{"given":"Xiaoyu","family":"Liang","sequence":"additional","affiliation":[]},{"given":"Jiangnan","family":"Ye","sequence":"additional","affiliation":[]},{"given":"Haoji","family":"Hu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,11,12]]},"reference":[{"key":"32_CR1","doi-asserted-by":"crossref","unstructured":"Bai, J., et al.: Robustness-guided image synthesis for data-free quantization. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol.\u00a038, pp. 10971\u201310979 (2024)","DOI":"10.1609\/aaai.v38i10.28972"},{"key":"32_CR2","doi-asserted-by":"crossref","unstructured":"Chen, X., Yan, B., Zhu, J., Wang, D., Yang, X., Lu, H.: Transformer tracking. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 8126\u20138135 (2021)","DOI":"10.1109\/CVPR46437.2021.00803"},{"key":"32_CR3","first-page":"14835","volume":"34","author":"K Choi","year":"2021","unstructured":"Choi, K., Hong, D., Park, N., Kim, Y., Lee, J.: Qimera: data-free quantization with synthetic boundary supporting samples. Adv. Neural. Inf. Process. Syst. 34, 14835\u201314847 (2021)","journal-title":"Adv. Neural. Inf. Process. Syst."},{"key":"32_CR4","unstructured":"Dosovitskiy, A., et\u00a0al.: An image is worth 16x16 words: transformers for image recognition at scale. arXiv preprint arXiv:2010.11929 (2020)"},{"key":"32_CR5","unstructured":"Krizhevsky, A., Sutskever, I., Hinton, G.E.: ImageNet classification with deep convolutional neural networks. Adv. Neural Inf. Process. Syst. 25 (2012)"},{"key":"32_CR6","doi-asserted-by":"crossref","unstructured":"Li, Z., Chen, M., Xiao, J., Gu, Q.: PSAQ-ViT V2: toward accurate and general data-free quantization for vision transformers. IEEE Trans. Neural Netw. Learn. Syst. (2023)","DOI":"10.1109\/TNNLS.2023.3301007"},{"key":"32_CR7","doi-asserted-by":"publisher","unstructured":"Li, Z., Ma, L., Chen, M., Xiao, J., Gu, Q.: Patch similarity aware data-free quantization for vision transformers. In: European Conference on Computer Vision, pp. 154\u2013170. Springer (2022). https:\/\/doi.org\/10.1007\/978-3-031-20083-0_10","DOI":"10.1007\/978-3-031-20083-0_10"},{"key":"32_CR8","doi-asserted-by":"crossref","unstructured":"Liu, Z., et al.: Swin transformer: hierarchical vision transformer using shifted windows. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 10012\u201310022 (2021)","DOI":"10.1109\/ICCV48922.2021.00986"},{"key":"32_CR9","first-page":"28092","volume":"34","author":"Z Liu","year":"2021","unstructured":"Liu, Z., Wang, Y., Han, K., Zhang, W., Ma, S., Gao, W.: Post-training quantization for vision transformer. Adv. Neural. Inf. Process. Syst. 34, 28092\u201328103 (2021)","journal-title":"Adv. Neural. Inf. Process. Syst."},{"key":"32_CR10","unstructured":"Touvron, H., Cord, M., Douze, M., Massa, F., Sablayrolles, A., J\u00e9gou, H.: Training data-efficient image transformers & distillation through attention. In: International Conference on Machine Learning, pp. 10347\u201310357. PMLR (2021)"},{"key":"32_CR11","doi-asserted-by":"publisher","unstructured":"Xu, S., Li, H., Zhuang, B., Liu, J., Cao, J., Liang, C., Tan, M.: Generative low-bitwidth data free quantization. In: Computer Vision\u2013ECCV 2020: 16th European Conference, Glasgow, UK, August 23\u201328, 2020, Proceedings, Part XII 16, pp. 1\u201317. Springer (2020). https:\/\/doi.org\/10.1007\/978-3-030-58610-2_1","DOI":"10.1007\/978-3-030-58610-2_1"},{"key":"32_CR12","unstructured":"Zhang, Y., et al.: CausalAdv: adversarial robustness through the lens of causality. arXiv preprint arXiv:2106.06196 (2021)"},{"key":"32_CR13","doi-asserted-by":"crossref","unstructured":"Zhong, Y., et al.: IntraQ: learning synthetic images with intra-class heterogeneity for zero-shot network quantization. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 12339\u201312348 (2022)","DOI":"10.1109\/CVPR52688.2022.01202"},{"key":"32_CR14","doi-asserted-by":"crossref","unstructured":"Zhu, B., Hofstee, P., Peltenburg, J., Lee, J., Alars, Z.: Autorecon: neural architecture search-based reconstruction for data-free compression. arXiv preprint arXiv:2105.12151 (2021)","DOI":"10.24963\/ijcai.2021\/478"}],"container-title":["Lecture Notes in Computer Science","PRICAI 2024: Trends in Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-96-0122-6_32","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,16]],"date-time":"2024-11-16T19:21:16Z","timestamp":1731784876000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-96-0122-6_32"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,11,12]]},"ISBN":["9789819601219","9789819601226"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-981-96-0122-6_32","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2024,11,12]]},"assertion":[{"value":"12 November 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"PRICAI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Pacific Rim International Conference on Artificial Intelligence","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kyoto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Japan","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 November 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 November 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"21","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"pricai2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.pricai.org\/2024\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}