{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,11]],"date-time":"2025-09-11T19:09:03Z","timestamp":1757617743346,"version":"3.44.0"},"publisher-location":"Singapore","reference-count":12,"publisher":"Springer Nature Singapore","isbn-type":[{"type":"print","value":"9789819628292"},{"type":"electronic","value":"9789819628308"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"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\/978-981-96-2830-8_36","type":"book-chapter","created":{"date-parts":[[2025,3,30]],"date-time":"2025-03-30T19:18:53Z","timestamp":1743362333000},"page":"461-473","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["RV-CVP: A Flexible Variable Precision RISC-V ISA Extension for Convolutional Neural Network"],"prefix":"10.1007","author":[{"given":"Jingyi","family":"Zhu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Di","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Weifeng","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhijie","family":"Jia","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Boran","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guokai","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,3,29]]},"reference":[{"key":"36_CR1","unstructured":"Chellapilla, K., Puri, S., Simard, P.: High performance convolutional neural networks for document processing. In: Tenth International Workshop on Frontiers in Handwriting Recognition. Suvisoft (2006)"},{"issue":"1","key":"36_CR2","doi-asserted-by":"publisher","first-page":"269","DOI":"10.1145\/2654822.2541967","volume":"42","author":"T Chen","year":"2014","unstructured":"Chen, T., et al.: Diannao: a small-footprint high-throughput accelerator for ubiquitous machine-learning. ACM SIGARCH Comput. Archit. News 42(1), 269\u2013284 (2014)","journal-title":"ACM SIGARCH Comput. Archit. News"},{"key":"36_CR3","doi-asserted-by":"crossref","unstructured":"Chen, Y., et al.: Dadiannao: a machine-learning supercomputer. In: 2014 47th Annual IEEE\/ACM International Symposium on Microarchitecture, pp. 609\u2013622. IEEE (2014)","DOI":"10.1109\/MICRO.2014.58"},{"key":"36_CR4","unstructured":"Collobert, R., Weston, J., Bottou, L., Karlen, M., Kavukcuoglu, K., Kuksa, P.: Natural language processing (almost) from scratch. J. Mach. Learn. Res. 12(ARTICLE), 2493\u20132537 (2011)"},{"issue":"10","key":"36_CR5","doi-asserted-by":"publisher","first-page":"2279","DOI":"10.1016\/S0031-3203(01)00178-9","volume":"35","author":"M Egmont-Petersen","year":"2002","unstructured":"Egmont-Petersen, M., de Ridder, D., Handels, H.: Image processing with neural networks\u2014a review. Pattern Recogn. 35(10), 2279\u20132301 (2002)","journal-title":"Pattern Recogn."},{"key":"36_CR6","unstructured":"Goodfellow, I., Bengio, Y., Courville, A.: Deep learning. MIT Press (2016)"},{"key":"36_CR7","doi-asserted-by":"crossref","unstructured":"Guan, Y., et al.: FP-DNN: an automated framework for mapping deep neural networks onto FPGAS with RTL-HLS hybrid templates. In: 2017 IEEE 25th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), pp. 152\u2013159. IEEE (2017)","DOI":"10.1109\/FCCM.2017.25"},{"key":"36_CR8","doi-asserted-by":"crossref","unstructured":"Liu, S., et al.: Cambricon: an instruction set architecture for neural networks. In: 2016 ACM\/IEEE 43rd Annual International Symposium on Computer Architecture (ISCA), pp. 393\u2013405. IEEE (2016)","DOI":"10.1109\/ISCA.2016.42"},{"key":"36_CR9","doi-asserted-by":"crossref","unstructured":"Lou, W., Wang, C., Gong, L., Zhou, X.: RV-CNN: flexible and efficient instruction set for CNNs based on RISC-V processors. In: International Symposium on Advanced Parallel Processing Technologies, pp. 3\u201314. Springer (2019)","DOI":"10.1007\/978-3-030-29611-7_1"},{"key":"36_CR10","doi-asserted-by":"crossref","unstructured":"Zhang, C., Li, P., Sun, G., Guan, Y., Xiao, B., Cong, J.: Optimizing FPGA-based accelerator design for deep convolutional neural networks. In: Proceedings of the 2015 ACM\/SIGDA International Symposium on Field-Programmable Gate Arrays, pp. 161\u2013170 (2015)","DOI":"10.1145\/2684746.2689060"},{"key":"36_CR11","doi-asserted-by":"crossref","unstructured":"Lee, J., Kim, C., Kang, S., Shin, D., Kim, S., Yoo, H.-J.: UNPU: a 50.6 TOPS\/W unified deep neural network accelerator with 1B-to-16B fully-variable weight bitprecision. In: 2018 IEEE International Solid-State Circuits Conference- (ISSCC), pp. 218\u2013220. IEEE (2018)","DOI":"10.1109\/ISSCC.2018.8310262"},{"issue":"11","key":"36_CR12","doi-asserted-by":"publisher","first-page":"2601","DOI":"10.1109\/TCAD.2018.2857078","volume":"37","author":"L Gong","year":"2018","unstructured":"Gong, L., Wang, C., Li, X., Chen, H., Zhou, X.: MALOC: a fully pipelined FPGA accelerator for convolutional neural networks with all layers mapped on chip. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 37(11), 2601\u20132612 (2018)","journal-title":"IEEE Trans. Comput. Aided Des. Integr. Circuits Syst."}],"container-title":["Lecture Notes in Computer Science","Network and Parallel Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-96-2830-8_36","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,6]],"date-time":"2025-09-06T09:23:15Z","timestamp":1757150595000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-96-2830-8_36"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9789819628292","9789819628308"],"references-count":12,"URL":"https:\/\/doi.org\/10.1007\/978-981-96-2830-8_36","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"29 March 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"NPC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"IFIP International Conference on Network and Parallel Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Haikou","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","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":"7 December 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 December 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"npc2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}