Flow-guided transformer for video inpainting
WebAug 14, 2024 · We propose a flow-guided transformer, which innovatively leverage the motion discrepancy exposed by optical flows to instruct the attention retrieval in transformer for high fidelity video inpainting. More specially, we design a novel flow completion network to complete the corrupted flows by exploiting the relevant flow features in a local ... WebApr 6, 2024 · Optical flow, which captures motion information across frames, is exploited in recent video inpainting methods through propagating pixels along its trajectories. …
Flow-guided transformer for video inpainting
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WebAug 14, 2024 · Flow-Guided Transformer for Video Inpainting. We propose a flow-guided transformer, which innovatively leverage the motion discrepancy exposed by … WebJan 24, 2024 · We further exploit the flow guidance and propose FGT++ to pursue more effective and efficient video inpainting. First, we design a lightweight flow completion network by using local aggregation and edge loss. Second, to address the query degradation, we propose a flow guidance feature integration module, which uses the …
WebMay 19, 2024 · New research from China reports state-of-the-art results – as well as an impressive improvement in efficiency – for a new video inpainting system that can adroitly remove objects from footage. The technique, called End-to-End framework for Flow-Guided video Inpainting (E2FGVI), is also capable of removing watermarks and various other … WebAug 15, 2024 · Figure 3: (c) Flow-guided video object inpainting with the occlusion-aware gating scheme. Figure 4 further illustrates the operation of our occlusion-aware temporal shift module (TSM). We adopt T-patch Discriminator [ 5 , 64 ] and propose a multi-class discriminator with spatio-temporal attention module (STAM) to regularize the GAN training.
WebFeb 15, 2024 · [ECCV 2024] Flow-Guided Transformer for Video Inpainting. video-inpainting eccv2024 Updated Jan 28, 2024; Jupyter Notebook; shleecs / Copy-and … WebFlow-Guided Transformer for Video Inpainting.
WebJul 20, 2024 · In this paper, we propose to learn a joint Spatial-Temporal Transformer Network (STTN) for video inpainting. Specifically, we simultaneously fill missing regions in all input frames by self-attention, and propose to optimize STTN by a spatial-temporal adversarial loss. To show the superiority of the proposed model, we conduct both …
WebThe introduction of Flow-Guided Transformer for Video Inpainting in ECCV 2024. About Press Copyright Contact us Creators Advertise Developers Terms Privacy Policy & Safety How YouTube works Test ... photobook australia reviewWebApr 11, 2024 · E2FGVI proposes an end-to-end framework for flow-guided video inpainting that extracts context features and optical flows between local neighbors, … how does the federal minimum wage increaseWebFlow-Guided Transformer for Video Inpainting We propose a flow-guided transformer, which innovatively leverage the mo... 6 Kaidong Zhang, et al. ∙. share ... how does the federal reserve workWebAug 14, 2024 · We propose a flow-guided transformer, which innovatively leverage the motion discrepancy exposed by optical flows to instruct the attention retrieval in … photobook club appWebOct 31, 2024 · 2.1 Direct Synthesis Methods. From the success of deep learning, many deep-based video inpainting methods have emerged. [3, 10, 17] proposed to use 3D encoder-decoder networks for enhancing the efficiency and the temporal consistency.[13, 22] exploited attention-based methods, which use transformer modules for matching … photobook canada log inWebSep 28, 2024 · This paper proposes a novel video inpainting method. We make three main contributions: First, we extended previous Transformers with patch alignment by introducing Deformed Patch-based Homography (DePtH), which improves patch-level feature alignments without additional supervision and benefits challenging scenes with … photobook australia downloadWebJan 24, 2024 · This problem, termed query degradation, may be mitigated by first completing optical flows and then using the flows to guide the self attention, which was verified in our … photobook club