TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Papers/Xmodel-VLM: A Simple Baseline for Multimodal Vision Langua...

Xmodel-VLM: A Simple Baseline for Multimodal Vision Language Model

Wanting Xu, Yang Liu, Langping He, Xucheng Huang, Ling Jiang

2024-05-15Language ModellingVisual Question Answering
PaperPDFCode(official)CodeCodeCode

Abstract

We introduce Xmodel-VLM, a cutting-edge multimodal vision language model. It is designed for efficient deployment on consumer GPU servers. Our work directly confronts a pivotal industry issue by grappling with the prohibitive service costs that hinder the broad adoption of large-scale multimodal systems. Through rigorous training, we have developed a 1B-scale language model from the ground up, employing the LLaVA paradigm for modal alignment. The result, which we call Xmodel-VLM, is a lightweight yet powerful multimodal vision language model. Extensive testing across numerous classic multimodal benchmarks has revealed that despite its smaller size and faster execution, Xmodel-VLM delivers performance comparable to that of larger models. Our model checkpoints and code are publicly available on GitHub at https://github.com/XiaoduoAILab/XmodelVLM.

Results

TaskDatasetMetricValueModel
Visual Question Answering (VQA)MM-VetGPT-4 score21.8Xmodel-VLM (Xmodel-LM 1.1B)
Visual Question AnsweringMM-VetGPT-4 score21.8Xmodel-VLM (Xmodel-LM 1.1B)

Related Papers

Visual-Language Model Knowledge Distillation Method for Image Quality Assessment2025-07-21Making Language Model a Hierarchical Classifier and Generator2025-07-17VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning2025-07-17The Generative Energy Arena (GEA): Incorporating Energy Awareness in Large Language Model (LLM) Human Evaluations2025-07-17Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities2025-07-17Assay2Mol: large language model-based drug design using BioAssay context2025-07-16Describe Anything Model for Visual Question Answering on Text-rich Images2025-07-16InstructFLIP: Exploring Unified Vision-Language Model for Face Anti-spoofing2025-07-16