我们引入了一种重新设计的、对视觉友好的Mamba块,与原始Mamba架构相比,提高了准确性和图像吞吐量。 我们对Mamba和Transformer块的集成模式进行了系统性的探究,并证明在最后阶段融入自注意力块显著提升了模型捕捉全局上下文和长距离空间依赖性的能力。 我们引入了MambaVision,这是一种新颖的混合Mamba Transformer模型。层次
Official PyTorch implementation ofMambaVision: A Hybrid Mamba-Transformer Vision Backbone. Ali HatamizadehandJan Kautz. For business inquiries, please visit our website and submit the form:NVIDIA Research Licensing Try MambaVision: MambaVision demonstrates a strong performance by achieving a new SOTA Pa...
Researchers at NVIDIA have introducedMambaVision, a novel hybrid model that combines the strengths of Mamba and Transformer architectures. This new approach integrates CNN-based layers with Transformer blocks to enhance the modeling capacity for vision app...
MambaVision: A Hybrid Mamba-Transformer Vision Backbone [paper] [code] (2024.07.10) Parallelizing Autoregressive Generation with Variational State Space Models [paper] (2024.07.11) GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification [paper] (2024.07.11)...
When incorporated into a simple attention-free architecture, Mamba achieves state-of-the-art results on a diverse set of domains, where it matches or exceeds the performance of strong Transformer models. We are excited about the broad applications of selective state space models to build foundation...
In their study, a vision transformer was employed as the backbone for different branches to model the classification and evidential uncertainty theory was introduced to estimate the uncertainty of each magnification of a microscope. The final classification result is calculated by integrating the evidence...
Remarkable inter-class similarity and intra-class variability of tomato leaf diseases seriously affect the accuracy of identification models. A novel tomato leaf disease identification model, DWTFormer, based on frequency-spatial feature fusion, was prop
Arxiv 24.04.24 A Survey on Visual Mamba Link Arxiv 24.04.24 Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges Link Arxiv 24.05.07 Vision Mamba: A Comprehensive Survey and Taxonomy LinkVision...
As a proof of concept, Vision MambaMixer (ViM2) and Time Series MambaMixer (TSM2) are evaluated and achieved competitive performance. Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis - Mar 26, 2024, arXiv [Paper] [Code] Heracles addresses two ...
MambaVision-T4825546.468.351.041.865.445.0 Cascade Mask-RCNN 3× schedule DeiT-Small/16 Touvron et al. (2021)8088948.067.251.741.464.244.3 ResNet-50 He et al. (2016)8273946.364.350.540.161.743.4 Swin-T Liu et al. (2021)8674550.469.254.743.766.647.3 ...