{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,19]],"date-time":"2025-12-19T10:10:20Z","timestamp":1766139020272,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":17,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,12,13]],"date-time":"2024-12-13T00:00:00Z","timestamp":1734048000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,12,13]]},"DOI":"10.1145\/3702250.3702258","type":"proceedings-article","created":{"date-parts":[[2024,12,31]],"date-time":"2024-12-31T12:11:38Z","timestamp":1735647098000},"page":"1-8","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Enhancing Generalization Ability in Deepfake Detection via Continual Learning"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3166-3064","authenticated-orcid":false,"given":"Shaheen","family":"Usmani","sequence":"first","affiliation":[{"name":"ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, IN"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9868-7925","authenticated-orcid":false,"given":"Sunil","family":"Kumar","sequence":"additional","affiliation":[{"name":"ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, IN"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9989-3464","authenticated-orcid":false,"given":"Debanjan","family":"Sadhya","sequence":"additional","affiliation":[{"name":"ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, IN"}]}],"member":"320","published-online":{"date-parts":[[2024,12,31]]},"reference":[{"key":"e_1_3_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1109\/WIFS.2018.8630761"},{"key":"e_1_3_3_2_3_2","doi-asserted-by":"publisher","unstructured":"Axel De\u00a0Nardin Pankaj Mishra Gian\u00a0Luca Foresti and Claudio Piciarelli. 2022. Masked Transformer for Image Anomaly Localization. International Journal of Neural Systems 32 07 (2022). 10.1142\/s0129065722500307","DOI":"10.1142\/s0129065722500307"},{"key":"e_1_3_3_2_4_2","volume-title":"9th International Conference on Learning Representations, ICLR 2021, Virtual Event, Austria, May 3-7, 2021","author":"Dosovitskiy Alexey","year":"2021","unstructured":"Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, and Neil Houlsby. 2021. An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale. In 9th International Conference on Learning Representations, ICLR 2021, Virtual Event, Austria, May 3-7, 2021. https:\/\/openreview.net\/forum?id=YicbFdNTTy"},{"key":"e_1_3_3_2_5_2","doi-asserted-by":"publisher","unstructured":"Dafeng Gong Yogan Jaya\u00a0Kumar Ong\u00a0Sing Goh Zi Ye and Wanle Chi. 2021. DeepfakeNet an Efficient Deepfake Detection Method. International Journal of Advanced Computer Science and Applications 12 (01 2021). 10.14569\/IJACSA.2021.0120622","DOI":"10.14569\/IJACSA.2021.0120622"},{"key":"e_1_3_3_2_6_2","doi-asserted-by":"publisher","unstructured":"Zhiqing Guo Gaobo Yang Jiyou Chen and Xingming Sun. 2021. Fake face detection via adaptive manipulation traces extraction network. Computer Vision and Image Understanding 204 (2021) 103170. 10.1016\/j.cviu.2021.103170","DOI":"10.1016\/j.cviu.2021.103170"},{"key":"e_1_3_3_2_7_2","doi-asserted-by":"publisher","unstructured":"Chih-Chung Hsu Yi-Xiu Zhuang and Chia-Yen Lee. 2020. Deep Fake Image Detection Based on Pairwise Learning. Applied Sciences 10 1 (2020). 10.3390\/app10010370","DOI":"10.3390\/app10010370"},{"key":"e_1_3_3_2_8_2","doi-asserted-by":"crossref","unstructured":"Hasam Khalid Minhan Kim Shahroz Tariq and Simon\u00a0S. Woo. 2021. Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors. Proceedings of the 1st Workshop on Synthetic Multimedia - Audiovisual Deepfake Generation and Detection (2021). https:\/\/api.semanticscholar.org\/CorpusID:237431429","DOI":"10.1145\/3476099.3484315"},{"key":"e_1_3_3_2_9_2","doi-asserted-by":"publisher","unstructured":"Sangyup Lee Shahroz Tariq Youjin Shin and Simon\u00a0S. Woo. 2021. Detecting handcrafted facial image manipulations and GAN-generated facial images using Shallow-FakeFaceNet. Applied Soft Computing 105 (2021) 107256. 10.1016\/j.asoc.2021.107256 https:\/\/dl.acm.org\/doi\/10.1016\/j.asoc.2021.107256","DOI":"10.1016\/j.asoc.2021.107256"},{"key":"e_1_3_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2019.8682602"},{"key":"e_1_3_3_2_11_2","doi-asserted-by":"publisher","unstructured":"Xuan\u00a0Hau Nguyen Thai\u00a0Son Tran Van\u00a0Thinh Le Kim\u00a0Duy Nguyen and Dinh-Tu Truong. 2021. Learning Spatio-temporal features to detect manipulated facial videos created by the Deepfake techniques. Forensic Science International: Digital Investigation 36 (2021) 301108. 10.1016\/j.fsidi.2021.301108","DOI":"10.1016\/j.fsidi.2021.301108"},{"key":"e_1_3_3_2_12_2","unstructured":"Keiron O\u2019Shea and Ryan Nash. 2015. An Introduction to Convolutional Neural Networks. ArXiv e-prints (11 2015)."},{"key":"e_1_3_3_2_13_2","doi-asserted-by":"publisher","unstructured":"Maryam Taeb and Hongmei Chi. 2022. Comparison of Deepfake Detection Techniques through Deep Learning. Journal of Cybersecurity and Privacy 2 1 (2022) 89\u2013106. 10.3390\/jcp2010007","DOI":"10.3390\/jcp2010007"},{"key":"e_1_3_3_2_14_2","doi-asserted-by":"publisher","unstructured":"Shaheen Usmani Sunil Kumar and Debanjan Sadhya. 2023. Efficient deepfake detection using shallow vision transformer. Multimedia Tools and Applications (06 2023) 1\u201324. 10.1007\/s11042-023-15910-z https:\/\/dl.acm.org\/doi\/10.1007\/s11042-023-15910-z","DOI":"10.1007\/s11042-023-15910-z"},{"key":"e_1_3_3_2_15_2","doi-asserted-by":"publisher","unstructured":"Liyuan Wang Xingxing Zhang Hang Su and Jun Zhu. 2024. A Comprehensive Survey of Continual Learning: Theory Method and Application. IEEE Transactions on Pattern Analysis and Machine Intelligence (2024) 1\u201320. 10.1109\/TPAMI.2024.3367329 https:\/\/dl.acm.org\/doi\/10.1109\/TPAMI.2024.3367329","DOI":"10.1109\/TPAMI.2024.3367329"},{"key":"e_1_3_3_2_16_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00009"},{"key":"e_1_3_3_2_17_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-31456-9_15"},{"key":"e_1_3_3_2_18_2","doi-asserted-by":"publisher","unstructured":"Cairong Zhao Chutian Wang Guosheng Hu Haonan Chen Chun Liu and Jinhui Tang. 2023. ISTVT: Interpretable Spatial-Temporal Video Transformer for Deepfake Detection. IEEE Transactions on Information Forensics and Security 18 (2023) 1335\u20131348. 10.1109\/TIFS.2023.3239223","DOI":"10.1109\/TIFS.2023.3239223"}],"event":{"name":"ICVGIP 2024: Indian Conference on Computer Vision Graphics and Image Processing","acronym":"ICVGIP 2024","location":"Bengaluru Karnataka India"},"container-title":["Proceedings of the Fifteenth Indian Conference on Computer Vision Graphics and Image Processing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3702250.3702258","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3702250.3702258","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T01:10:32Z","timestamp":1750295432000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3702250.3702258"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,13]]},"references-count":17,"alternative-id":["10.1145\/3702250.3702258","10.1145\/3702250"],"URL":"https:\/\/doi.org\/10.1145\/3702250.3702258","relation":{},"subject":[],"published":{"date-parts":[[2024,12,13]]},"assertion":[{"value":"2024-12-31","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}