Since redundant image tokens are removed before the language model, FasterVLM can make the inference of the entire VLM even faster than pruning within the language model.⚙️ Setup🏝️ EnvironmentClone this repository.git clone https://github.com/Theia-4869/FasterVLM.git cd FasterVLM...
与之前的结果类似,RD模块带来的改进相当于升级到ResNet-101 Backbone 。 这些实验充分证明了,利用数据集信息并结合来自VM、VLM和LLM的知识,可以显著提高一系列基础模型的性能,而仅需添加少量额外参数。 应用于其他任务 Retriever Dictionary (RD)模块增强了像素级特征,其潜在效益不仅限于检测任务,还包括其他视觉任务,如...
inference. With the above design choices, our MiniVLM reduces the model size by73%and the inference time cost by94%while being able to retain94−97%of the accuracy on multiple VL tasks. We hope that MiniVLM helps ease the use of the state-of-the-art VL research for on-the-edg...
基于注意力机制实现无需训练的视觉标记剪枝 | 大型视觉语言模型 (VLM) 在与大语言模型 (LLM) 交互时通常依赖大量的视觉token,这已被证明是低效的。最近的努力旨在通过剪枝视觉token来加速 VLM 推理。大多数现有方法基于 LLM 中的文本-视觉交叉注意力来评估视觉token的重要性。在本研究中,我们发现 LLM 中文本和视觉...
This paper presents PaLI-3, a smaller, faster, and stronger vision language model (VLM) that compares favorably to similar models that are 10x larger. As p... X Chen,X Wang,L Beyer,... 被引量: 0发表: 2023年 Efficient Hardware-in-the-Loop Models Using Automatic Code Generation with MA...
[fix] added support for vlm in offline inference (sgl-project#3548) Feb 15, 2025 python [ROCm] Optimal MOE Tuning for AMD Radeon Graphics (sgl-project#3567) Feb 18, 2025 scripts chore: update flashinfer v0.2.1.post2 (sgl-project#3644) ...
PaLI-3 Vision Language Models: Smaller, Faster, Stronger This paper presents PaLI-3, a smaller, faster, and stronger vision language model (VLM) that compares favorably to similar models that are 10x larger. As p... X Chen,X Wang,L Beyer,... 被引量: 0发表: 2023年 Trends in ...
VLM Helps Organize Thousands of Small Sheet Metal Pieces: High-Density Solution Makes Leftover Parts Easier to Find and Faster to RetrieveBond, Josh
[fix] added support for vlm in offline inference (sgl-project#3548) Feb 15, 2025 python [ROCm] Use tl.range() in block GEMM kernels with num_stages set b… Feb 16, 2025 scripts [CI] Improve Docs CI Efficiency (sgl-project#3587) Feb 15, 2025 sgl-kernel fix sgl-kernel codestyle (...