Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion论文链接:arxiv.org/abs/2205.0235代码链接:github.com/zjunlp/MKGfo 网络结构 如下图所示,本文提出的MKGformer模型具有统一的多模态KGC框架。主要包括混合 Transformer 架构和特定任务范式。具体来说,MKGformer分别采用 ViT和BERT作为...
Code for the SIGIR 2022 paper "Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion" ❗NOTE: We provide some KGE baselines at OpenBG-IMG. ❗NOTE: We release a new MKG task "Multimodal Analogical Reasoning over Knowledge Graphs (ICLR'2023)" at MKG_Analogy. Mo...
Then, we propose a Multi-level Attention Coupled Module (MACM) to fuse Transformer and CNN features of the dual-encoder. MACM can flexibly focus on information interaction between different levels of two encoding paths. Finally, we design a Prior-guided Multi-scale Fusion Decoder (PMFD), ...
As far as we know, it is the first exploration of the spike transformer with multiattention fusion, achieving outstanding effectiveness. 1 Introduction Spiking neural networks (SNNs) have the advantage of high efficiency and low power consumption [1] due to their imitation of the brain's way ...
demonstrated that this approach, when combined with Transformer models, has the potential to increase the generalization capabilities in multi-step forecasting tasks [50]. For residential buildings, a hybrid model combining multivariate variational mode decomposition, and a Temporal Fusion Transformer has ...
(DHRNet) with a hybrid transformer. In this method, the local features are firstly extracted from the source image using the DHRNet. Then these features are input into the fine-grained attention module in the hybrid transformer to produce the global features by exploring their long-range ...
In this paper, an efficient network based on a lightweight hybrid Vision Transformer (LH-ViT) is proposed to address the HAR accuracy and network lightweight simultaneously. This network combines the efficient convolution operations with the strength of the self-attention mechanism in ViT. Feature ...
The hybrid cascaded multilevel converter is a newly introduced voltage-source converter with dc blocking capability. It has two key parts, that is, the director switch (DS) made of insulated-gate bipolar transistors in series and the wave-shaping circuit (WSC) containing stacks of full-bridge ...
A new low cost cascaded transformer multilevel inverter topology using minimum number of components with modified selective harmonic elimination modulation Ain Shams Eng J, 6 (1) (2015), pp. 67-73 View PDFView articleView in ScopusGoogle Scholar [5] J. Rodriguez, J.S. Lai, F.Z. Peng Mu...
Method with Swin-Transformer gets the best accuracy in the single-modal model. It demonstrates that the Vision Transformer-based structure has more advantages in handling colposcopy images. Based on this analysis, our proposed method combines the strengths of multi-scale features, multi-modal ...