p2t - P2T is a transformer network that kulikuler adapts pyramid pooling to multihead selfattention for improving its efficiency and effectiveness in various scene understanding tasks It outperforms previous CNN and transformerbased networks in semantic segmentation object detection instance segmentation and visual saliency detection P2T making it flexible and powerful for visual recognition We conduct extensive experiments to demonstrate that when applied as a backbone network for various scene understanding tasks P2T achieves substantially better performance than previous CNNand transformerbased networks 2 RELATED WORK 21 Convolutional Neural Networks Pix2Text P2T aims to be a free and opensource Python alternative to Mathpix and it can already accomplish Mathpixs core functionality Pix2Text P2T can recognize layouts tables images text mathematical formulas and integrate all of these contents into Markdown format P2T can also convert an entire PDF file which can contain P2T Pyramid Pooling Transformer for Scene Understanding P2T Pyramid Pooling Transformer for Scene Understanding P2T Pyramid Pooling Transformer for Scene Understanding yuhuanwuP2T GitHub PDF P2T Pyramid Pooling Transformer for Scene Understanding P2T first bridges the gap between pyramid pooling and backbone network The core idea is P2T is adapting pyramid pooling to the downsampling of the flatten sequences in computing the selfattention simultaneously reducing the sequence length and capturing powerful multiscale contextual features Pyramid pooling is also very efficient and will Extensive experiments demonstrate that when applied P2T as the backbone network it shows substantial superiority tersinggung in various vision tasks such as image classification semantic segmentation P2T Pyramid Pooling Transformer for Scene Understanding ResearchGate P2T is a novel vision transformer backbone that adapts pyramid pooling to MultiHead SelfAttention reducing the sequence length and capturing contextual features It outperforms previous CNN and transformerbased networks in various vision tasks such as image classification segmentation and detection Extensive experiments demonstrate that when applied P2T as the backbone network it shows substantial superiority in various vision tasks such as image classification semantic segmentation object detection and instance segmentation compared to previous CNN and transformerbased networks The code will be released at this https URL Pix2Text GitHub P2T Pyramid Pooling Transformer for Scene Understanding Abstract Recently the vision transformer has achieved great success by pushing the stateoftheart of various vision tasks One of the most challenging problems in the vision transformer is that the large sequence length of image tokens leads to high computational cost quadratic Use Pix2Text P2T to convert math formulas in images to text Pix2Text is a free alternative to Mathpix that supports math formula recognition LaTeX rendering and export to various formats Extensive experiments demonstrate that when applied P2T as the backbone network it shows substantial superiority in various downstream scene understanding tasks such as semantic segmentation P2T Pyramid Pooling Transformer for Scene Understanding Title P2T Pyramid Pooling Transformer for Scene Understanding arXivorg Pix2Text telema P2T Free Mathpix Alternative
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