Masked non-autoregressive image captioning
Web10 de abr. de 2024 · GPT and ChatGPT can be extended to handle multi-modal tasks, such as image captioning or visual question answering, by incorporating additional input modalities, like images. This can be achieved by using specialized model architectures that combine the transformer layers of GPT and ChatGPT with other neural network layers … Web29 de oct. de 2024 · Image caption generation (a.k.a., image captioning), is the task of generating natural language captions for given images.Due to its multimodal nature and numerous downstream applications (e.g., human-machine interaction [], content-based image retrieval [], and assisting visually-impaired people []), caption generation has …
Masked non-autoregressive image captioning
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Web18 de may. de 2024 · A partially nonautoregressive model was introduced in [75], which was able to retain the accuracy of autoregressive models and enjoy the speedup of … WebFigure 3: Example of ground truth captions, the generated captions of AIC and MNIC using different sequence lengths. - "Masked Non-Autoregressive Image Captioning" Skip to search form Skip to main content Skip to account menu. Semantic Scholar's Logo. Search 206,080,376 papers from all fields of science. Search. Sign ...
Web18 de may. de 2024 · A partially non-autoregressive model, named PNAIC, is introduced, which considers a caption as a series of concatenated word groups, and is capable of generating accurate captions as well as preventing common incoherent errors. Current state-of-the-art image captioning systems usually generated descriptions … Web11 de oct. de 2024 · Non-autoregressive method is first proposed by (Gu et al., 2024; Gao et al., 2024a) to address the above issues, allowing the image captioning model to generate all target words simultaneously. NAIC replaces w < t with independent latent variable z to remove the sequential dependencies and rewrite Equation 1 as:
Web11 de oct. de 2024 · Current state-of-the-art approaches for image captioning typically adopt an autoregressive manner, i.e., generating descriptions word by word, which … Web4 de nov. de 2024 · Abstract. Controllable video captioning is generating video descriptions following designated control signals. However, most controllable video captioning models focus exclusively on contents of interest or descriptive syntax. In this paper, we propose to guide the video caption generation with a Masked Scene Graph (MSG).
Web8 de feb. de 2024 · 02/08/20 - Non-autoregressive translation ... Masked Non-Autoregressive Image Captioning ... If you exceed more than 500 images, they will be charged at a rate of $5 per 500 images. Subscribe. Sign up. No thanks, I'll do a one time payment . Pay as you go. $5 per 100 images.
WebTowards Accurate Image Coding: Improved Autoregressive Image Generation with Dynamic Vector Quantization Mengqi Huang · Zhendong Mao · Zhuowei Chen · … shoals mri muscle shoals alWeb11 de oct. de 2024 · Semi-Autoregressive Image Captioning. Current state-of-the-art approaches for image captioning typically adopt an autoregressive manner, i.e., generating descriptions word by word, which suffers from slow decoding issue and becomes a bottleneck in real-time applications. Non-autoregressive image captioning with … shoals mooresville ncWeb10 de oct. de 2024 · The closest work to ours is Masked Non-Autoregressive Image Captioning by Gao et al. [6], which uses. a BERT model as the generator and in volves 2 steps-refinement on the generated sequence ... shoals mpe reviewsWebthe decoding consistency of image captioning, in this paper, we propose a Non-Autoregressive Image Captioning (NA-IC) model with a novel training paradigm: Counterfactuals-critical Multi-Agent Learning (CMAL). Specifically, we con-sider NAIC as a cooperative multi-agent reinforcement learn-ing (MARL) [Bus¸oniu et al., 2010] system, … rabbit on marsWebFigure 1. Given an image, autoregressive image captioning (AIC) model generates a caption word by word and Non-Autoregressive Image Captioning (NAIC) model … shoals mpe ownerWeb10 de may. de 2024 · Most image captioning models are autoregressive, i.e. they generate each word by conditioning on previously generated words, which leads to … shoals mtb clubWebAutoregressive, non-autoregressive, semi-autoregressive image captioning流程示例. 模型框架 方法介绍 作者参考自回归和非自回归的优缺点,提出了一种折中的方法-半自回 … shoals music makers