Interactive Control over Temporal Consistency while Stylizing Video Streams
Image stylization has seen significant advancement and widespread interest over the years, leading to the development of a multitude of techniques. Extending these stylization techniques, such as Neural Style Transfer (NST), to videos is often achieved by applying them on a per‐frame basis. However,...
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| Veröffentlicht in: | Computer graphics forum Jg. 42; H. 4 |
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| Hauptverfasser: | , , , , , |
| Format: | Journal Article |
| Sprache: | Englisch |
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Oxford
Blackwell Publishing Ltd
01.07.2023
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| ISSN: | 0167-7055, 1467-8659 |
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| Abstract | Image stylization has seen significant advancement and widespread interest over the years, leading to the development of a multitude of techniques. Extending these stylization techniques, such as Neural Style Transfer (NST), to videos is often achieved by applying them on a per‐frame basis. However, per‐frame stylization usually lacks temporal consistency, expressed by undesirable flickering artifacts. Most of the existing approaches for enforcing temporal consistency suffer from one or more of the following drawbacks: They (1) are only suitable for a limited range of techniques, (2) do not support online processing as they require the complete video as input, (3) cannot provide consistency for the task of stylization, or (4) do not provide interactive consistency control. Domain‐agnostic techniques for temporal consistency aim to eradicate flickering completely but typically disregard aesthetic aspects. For stylization tasks, however, consistency control is an essential requirement as a certain amount of flickering adds to the artistic look and feel. Moreover, making this control interactive is paramount from a usability perspective. To achieve the above requirements, we propose an approach that stylizes video streams in real‐time at full HD resolutions while providing interactive consistency control. We develop a lite optical‐flow network that operates at 80 Frames per second (FPS) on desktop systems with sufficient accuracy. Further, we employ an adaptive combination of local and global consistency features and enable interactive selection between them. Objective and subjective evaluations demonstrate that our method is superior to state‐of‐the‐art video consistency approaches. maxreimann.github.io/stream‐consistency |
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| AbstractList | Image stylization has seen significant advancement and widespread interest over the years, leading to the development of a multitude of techniques. Extending these stylization techniques, such as Neural Style Transfer (NST), to videos is often achieved by applying them on a per‐frame basis. However, per‐frame stylization usually lacks temporal consistency, expressed by undesirable flickering artifacts. Most of the existing approaches for enforcing temporal consistency suffer from one or more of the following drawbacks: They (1) are only suitable for a limited range of techniques, (2) do not support online processing as they require the complete video as input, (3) cannot provide consistency for the task of stylization, or (4) do not provide interactive consistency control. Domain‐agnostic techniques for temporal consistency aim to eradicate flickering completely but typically disregard aesthetic aspects. For stylization tasks, however, consistency control is an essential requirement as a certain amount of flickering adds to the artistic look and feel. Moreover, making this control interactive is paramount from a usability perspective. To achieve the above requirements, we propose an approach that stylizes video streams in real‐time at full HD resolutions while providing interactive consistency control. We develop a lite optical‐flow network that operates at 80 Frames per second (FPS) on desktop systems with sufficient accuracy. Further, we employ an adaptive combination of local and global consistency features and enable interactive selection between them. Objective and subjective evaluations demonstrate that our method is superior to state‐of‐the‐art video consistency approaches. maxreimann.github.io/stream‐consistency |
| Author | Semmo, Amir Reimann, Max Döllner, Jürgen Shekhar, Sumit Trapp, Matthias Hilscher, Moritz |
| Author_xml | – sequence: 1 givenname: Sumit orcidid: 0000-0002-5683-2290 surname: Shekhar fullname: Shekhar, Sumit organization: University of Potsdam – sequence: 2 givenname: Max orcidid: 0000-0003-2146-4229 surname: Reimann fullname: Reimann, Max organization: University of Potsdam – sequence: 3 givenname: Moritz surname: Hilscher fullname: Hilscher, Moritz organization: University of Potsdam – sequence: 4 givenname: Amir orcidid: 0000-0002-1553-4940 surname: Semmo fullname: Semmo, Amir organization: Digital Masterpieces GmbH – sequence: 5 givenname: Jürgen surname: Döllner fullname: Döllner, Jürgen organization: University of Potsdam – sequence: 6 givenname: Matthias orcidid: 0000-0003-3861-5759 surname: Trapp fullname: Trapp, Matthias organization: University of Potsdam |
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| References | 2015; 34 2012 2011 2018; 126 2020; 39 2005; 62 2008 2019; 38 2011; 30 1997 2012; 31 2009; 28 2013; 19 2021; 35 1990 2013; 32 2017; 36 2022 2010; 29 2021 2020 2006; 25 2019 1999; 12 2018 2020; 26 2017 2016 2015 2014 2013 2021; 40 2007; 26 e_1_2_9_52_2 e_1_2_9_50_2 e_1_2_9_10_2 e_1_2_9_33_2 e_1_2_9_56_2 e_1_2_9_12_2 e_1_2_9_31_2 e_1_2_9_54_2 e_1_2_9_14_2 e_1_2_9_37_2 e_1_2_9_16_2 e_1_2_9_35_2 e_1_2_9_58_2 e_1_2_9_18_2 e_1_2_9_39_2 e_1_2_9_41_2 e_1_2_9_62_2 e_1_2_9_60_2 e_1_2_9_20_2 e_1_2_9_45_2 e_1_2_9_66_2 e_1_2_9_22_2 e_1_2_9_43_2 e_1_2_9_64_2 e_1_2_9_6_2 e_1_2_9_4_2 e_1_2_9_2_2 e_1_2_9_8_2 e_1_2_9_24_2 e_1_2_9_49_2 e_1_2_9_26_2 e_1_2_9_47_2 e_1_2_9_28_2 e_1_2_9_51_2 e_1_2_9_30_2 e_1_2_9_34_2 e_1_2_9_55_2 e_1_2_9_11_2 e_1_2_9_32_2 e_1_2_9_53_2 e_1_2_9_13_2 e_1_2_9_38_2 e_1_2_9_59_2 e_1_2_9_15_2 e_1_2_9_36_2 e_1_2_9_57_2 e_1_2_9_17_2 e_1_2_9_19_2 e_1_2_9_40_2 e_1_2_9_63_2 e_1_2_9_61_2 e_1_2_9_21_2 e_1_2_9_44_2 e_1_2_9_67_2 e_1_2_9_23_2 e_1_2_9_42_2 e_1_2_9_7_2 e_1_2_9_5_2 e_1_2_9_3_2 Yang G. (e_1_2_9_65_2) 2019 e_1_2_9_9_2 e_1_2_9_25_2 e_1_2_9_48_2 e_1_2_9_27_2 e_1_2_9_46_2 e_1_2_9_29_2 |
| References_xml | – start-page: 611 year: 2012 end-page: 625 – start-page: 10684 year: 2022 end-page: 10695 – volume: 34 issue: 6 year: 2015 article-title: Blind video temporal consistency publication-title: ACM Trans. Graph. – start-page: 1647 year: 2017 end-page: 1655 – volume: 126 start-page: 1199 issue: 11 year: 2018 end-page: 1219 article-title: Artistic style transfer for videos and spherical images publication-title: International Journal of Computer Vision – volume: 62 start-page: 121 issue: 1 year: 2005 end-page: 143 article-title: What are textons? publication-title: International Journal of Computer Vision – start-page: 4087 year: 2017 end-page: 4096 – start-page: 8955 year: 2019 end-page: 8964 – start-page: 471 year: 2016 end-page: 488 – year: 2018 – start-page: 179 year: 2018 end-page: 195 – start-page: 4040 year: 2016 end-page: 4048 – start-page: 6488 year: 2020 end-page: 6497 – volume: 29 issue: 2 year: 2010 article-title: Gradientshop: A gradient‐domain optimization framework for image and video filtering publication-title: ACM Trans. Graph. – volume: 19 start-page: 866 issue: 5 year: 2013 end-page: 885 article-title: State of the “art”: A taxonomy of artistic stylization techniques for images and video publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 7044 year: 2017 end-page: 7052 – start-page: 207 year: 1990 end-page: 214 – start-page: 114 year: 2008 end-page: 128 – year: 2022 – start-page: 2758 year: 2015 end-page: 2766 – start-page: 93 year: 2011 end-page: 98 – start-page: 8934 year: 2018 end-page: 8943 – start-page: 2242 year: 2017 end-page: 2251 – volume: 26 issue: 3 year: 2007 article-title: Video watercolorization using bidirectional texture advection publication-title: ACM Trans. Graph. – start-page: 1 year: 2014 end-page: 10 – year: 2019 – start-page: 2720 year: 2017 end-page: 2729 – volume: 38 issue: 4 year: 2019 article-title: Stylizing video by example publication-title: ACM Trans. Graph. – volume: 26 start-page: 3365 issue: 11 year: 2020 end-page: 3385 article-title: Neural style transfer: A review publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 28 issue: 3 year: 2009 article-title: Patchmatch: A randomized correspondence algorithm for structural image editing publication-title: ACM Trans. Graph. – start-page: 3804 year: 2019 end-page: 3812 – volume: 29 start-page: 1497 issue: 4 year: 2010 end-page: 1506 article-title: A dynamic noise primitive for coherent stylization publication-title: Computer Graphics Forum – start-page: 8981 year: 2018 end-page: 8989 – volume: 35 start-page: 1210 issue: 2 year: 2021 end-page: 1217 article-title: Arbitrary video style transfer via multi-channel correlation publication-title: Proceedings of the AAAI Conference on Artificial Intelligence – start-page: 9772 year: 2021 end-page: 9781 – volume: 31 issue: 4 year: 2012 article-title: Practical temporal consistency for image-based graphics applications publication-title: ACM Trans. Graph. – start-page: 10088 year: 2021 end-page: 10097 – start-page: 1 year: 2021 end-page: 6 – start-page: 407 year: 1997 end-page: 414 – volume: 12 start-page: 145 issue: 1 year: 1999 end-page: 151 article-title: On the momentum term in gradient descent learning algorithms publication-title: Neural Networks – year: 2019 article-title: Volumetric correspondence networks for optical flow – start-page: 724 year: 2016 end-page: 732 – volume: 40 start-page: 563 issue: 2 year: 2021 end-page: 573 article-title: Stalp: Style transfer with auxiliary limited pairing publication-title: Computer Graphics Forum – volume: 32 issue: 4 year: 2013 article-title: Stylizing animation by example publication-title: ACM Trans. Graph. – start-page: 165 year: 2022 end-page: 182 – start-page: 2414 year: 2016 end-page: 2423 – start-page: 714 year: 2015 end-page: 722 – start-page: 385 year: 2017 end-page: 395 – start-page: 694 year: 2016 end-page: 711 – volume: 30 issue: 4 year: 2011 article-title: Coherent noise for non-photorealistic rendering publication-title: ACM Trans. Graph. – start-page: 402 year: 2020 end-page: 419 – start-page: 777 year: 2017 end-page: 785 – start-page: 257 year: 2013 end-page: 284 – year: 2020 – volume: 39 issue: 4 year: 2020 article-title: Interactive video stylization using few-shot patch-based training publication-title: ACM Trans. Graph. – start-page: 2261 year: 2017 end-page: 2269 – start-page: 1114 year: 2017 end-page: 1123 – volume: 36 issue: 4 year: 2017 article-title: Deep bilateral learning for real-time image enhancement publication-title: ACM Transactions on Graphics (TOG) – year: 2017 – volume: 25 start-page: 1221 issue: 3 year: 2006 end-page: 1226 article-title: Real-time video abstraction publication-title: ACM Trans. Graph. – start-page: 8024 year: 2019 end-page: 8035 – ident: e_1_2_9_64_2 doi: 10.1145/3123266.3123363 – ident: e_1_2_9_54_2 doi: 10.1007/978-3-031-20047-2_10 – ident: e_1_2_9_15_2 doi: 10.1111/cgf.142655 – ident: e_1_2_9_33_2 doi: 10.1007/978-3-319-46493-0_29 – ident: e_1_2_9_40_2 doi: 10.1109/CVPR42600.2020.00652 – ident: e_1_2_9_24_2 doi: 10.1109/CVPR.2017.745 – ident: e_1_2_9_55_2 doi: 10.1145/3092919.3092920 – ident: e_1_2_9_20_2 doi: 10.1145/97879.97902 – ident: e_1_2_9_39_2 doi: 10.1145/2185520.2185530 – ident: e_1_2_9_27_2 doi: 10.1007/978-3-319-46475-6_43 – ident: e_1_2_9_67_2 doi: 10.1109/ICCV.2017.244 – ident: e_1_2_9_11_2 doi: 10.1109/ICCV.2017.126 – ident: e_1_2_9_29_2 doi: 10.1145/3306346.3323006 – ident: e_1_2_9_37_2 doi: 10.1145/258734.258893 – ident: e_1_2_9_16_2 doi: 10.1111/cgf.12407 – ident: e_1_2_9_30_2 doi: 10.1109/TVCG.2019.2921336 – ident: e_1_2_9_45_2 – ident: e_1_2_9_19_2 doi: 10.1109/ICCV.2017.438 – ident: e_1_2_9_61_2 doi: 10.1145/3386569.3392453 – ident: e_1_2_9_10_2 doi: 10.1145/1731047.1731048 – ident: e_1_2_9_50_2 doi: 10.1109/CVPR.2017.291 – ident: e_1_2_9_56_2 – ident: e_1_2_9_18_2 doi: 10.1109/CVPR.2016.265 – ident: e_1_2_9_48_2 – volume-title: Proceedings of the 33rd International Conference on Neural Information Processing Systems year: 2019 ident: e_1_2_9_65_2 – ident: e_1_2_9_13_2 doi: 10.1609/aaai.v35i2.16208 – ident: e_1_2_9_57_2 doi: 10.1109/CVPR46437.2021.00996 – ident: e_1_2_9_59_2 doi: 10.1007/978-3-030-58536-5_24 – ident: e_1_2_9_62_2 – ident: e_1_2_9_3_2 doi: 10.1145/2461912.2461929 – ident: e_1_2_9_8_2 doi: 10.1145/2816795.2818107 – ident: e_1_2_9_58_2 doi: 10.1109/CVPR.2018.00931 – ident: e_1_2_9_52_2 doi: 10.1007/s11263-018-1089-z – ident: e_1_2_9_43_2 doi: 10.1145/2024676.2024691 – ident: e_1_2_9_23_2 doi: 10.1109/TPAMI.2020.2976928 – ident: e_1_2_9_14_2 doi: 10.1109/ICCV.2015.316 – ident: e_1_2_9_17_2 doi: 10.1145/3072959.3073592 – ident: e_1_2_9_35_2 – ident: e_1_2_9_32_2 doi: 10.1145/2010324.1964925 – ident: e_1_2_9_2_2 doi: 10.1007/978-3-540-88688-4_9 – ident: e_1_2_9_31_2 doi: 10.1109/TVCG.2012.160.1 – ident: e_1_2_9_5_2 doi: 10.1145/1276377.1276507 – ident: e_1_2_9_63_2 doi: 10.1145/1141911.1142018 – ident: e_1_2_9_34_2 – ident: e_1_2_9_26_2 doi: 10.1109/CVPR.2017.179 – ident: e_1_2_9_4_2 doi: 10.1111/j.1467‐8659.2010.01747.x – ident: e_1_2_9_51_2 doi: 10.1109/CVPR52688.2022.01042 – ident: e_1_2_9_53_2 – ident: e_1_2_9_42_2 – ident: e_1_2_9_22_2 doi: 10.1109/CVPR.2018.00936 – ident: e_1_2_9_25_2 – ident: e_1_2_9_21_2 doi: 10.1109/CVPR.2017.243 – ident: e_1_2_9_12_2 doi: 10.1109/CVPR.2015.7298671 – ident: e_1_2_9_28_2 – ident: e_1_2_9_46_2 doi: 10.1109/CVPR.2019.00917 – ident: e_1_2_9_49_2 doi: 10.1016/S0893-6080(98)00116-6 – ident: e_1_2_9_9_2 doi: 10.1007/978-3-642-33783-3_44 – ident: e_1_2_9_47_2 doi: 10.1109/CVPR.2016.85 – ident: e_1_2_9_44_2 – ident: e_1_2_9_41_2 doi: 10.1109/CVPR.2016.438 – ident: e_1_2_9_38_2 doi: 10.1109/CVPR.2019.00393 – ident: e_1_2_9_7_2 doi: 10.1007/978‐1‐4471‐4519‐6_13 – ident: e_1_2_9_60_2 doi: 10.1109/ICME51207.2021.9428445 – ident: e_1_2_9_6_2 doi: 10.1145/1531326.1531330 – ident: e_1_2_9_36_2 doi: 10.1007/978-3-030-01267-0_11 – ident: e_1_2_9_66_2 doi: 10.1023/B:VISI.0000046592.70770.61 |
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| Snippet | Image stylization has seen significant advancement and widespread interest over the years, leading to the development of a multitude of techniques. Extending... |
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| SubjectTerms | Aesthetics CCS Concepts Computing methodologies → Image‐based rendering Consistency Frames per second Image processing Interactive control Non‐photorealistic rendering Video data |
| Title | Interactive Control over Temporal Consistency while Stylizing Video Streams |
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