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lines changed Original file line number Diff line number Diff line change 1818<a href =" https://trendshift.io/repositories/9803 " target =" _blank " ><img src =" https://trendshift.io/api/badge/repositories/9803 " alt =" OpenGVLab%2FInternVL | Trendshift " style =" width 250px ; height 55px ;" width =" 250 " height =" 55 " /></a >
1919<img height =" 55 " alt =" image " src =" https://github.com/user-attachments/assets/bd62ab46-f0ea-40c6-ab10-7fde671716cc " >
2020
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23- ![ perform] ( https://github.com/user-attachments/assets/5046239c-0b3d-450a-833b-fcaaecf8114b )
21+ ![ perform] ( https://github.com/user-attachments/assets/3059622e-e553-40ba-84ed-32d8f92a2f69 )
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7573
7674- InternVL Family
7775
78- - InternVL 2.0: [ \[ Introduction\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/introduction.html ) [ \[ Quick Start\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/quick_start.html ) [ \[ Finetune\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/finetune.html ) [ \[ Evaluation\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/evaluation.html ) [ \[ Deployment\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/deployment.html )
76+ - InternVL 2.5: [ \[ Introduction\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/introduction.html ) [ \[ Quick Start\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/quick_start.html ) [ \[ Finetune\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/finetune.html ) [ \[ Evaluation\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/evaluation.html ) [ \[ Deployment\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/deployment.html ) [ \[ Preference Optimization\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/preference_optimization.html )
77+ - InternVL 2.0: [ \[ Introduction\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/introduction.html ) [ \[ Quick Start\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/quick_start.html ) [ \[ Finetune\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/finetune.html ) [ \[ Evaluation\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/evaluation.html ) [ \[ Deployment\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/deployment.html ) [ \[ Preference Optimization\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/preference_optimization.html )
7978 - InternVL 1.5: [ \[ Introduction\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/introduction.html ) [ \[ Quick Start\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/quick_start.html ) [ \[ Finetune\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/finetune.html ) [ \[ Evaluation\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/evaluation.html ) [ \[ Deployment\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/deployment.html )
8079 - InternVL 1.2: [ \[ Introduction\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.2/introduction.html ) [ \[ Quick Start\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.2/quick_start.html ) [ \[ Finetune\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.2/finetune.html ) [ \[ Evaluation\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.2/evaluation.html )
8180 - InternVL 1.1: [ \[ Introduction\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.1/introduction.html ) [ \[ Quick Start\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.1/quick_start.html ) [ \[ Evaluation\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.1/evaluation.html )
8281 - InternVL 1.0: [ \[ Classification\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/classification.html ) [ \[ CLIP-Benchmark\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/clip_benchmark.html ) [ \[ Segmentation\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/segmentation.html ) [ \[ InternVL-Chat-LLaVA\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/internvl_chat_llava.html ) [ \[ InternVL-G\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/internvl_g.html )
8382
8483## Compared with SOTA VLLMs
8584
86- ![ waic_performance] ( https://github.com/user-attachments/assets/38f82c34-20b4-4d11-8f3e-f76af1b013c2 )
85+ ![ waic_performance] ( https://github.com/user-attachments/assets/d14a7ba3-1863-45d7-9d94-0ea8c3433ce4 )
8786
8887## Model Zoo
8988
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1919<img height =" 55 " alt =" image " src =" https://github.com/user-attachments/assets/bd62ab46-f0ea-40c6-ab10-7fde671716cc " >
2020
21- <!--  -->
22-
23- ![ perform] ( https://github.com/user-attachments/assets/5046239c-0b3d-450a-833b-fcaaecf8114b )
21+ ![ perform] ( https://github.com/user-attachments/assets/3059622e-e553-40ba-84ed-32d8f92a2f69 )
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7573
7674- InternVL 系列
7775
78- - InternVL 2.0: [ \[ 介绍\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/introduction.html ) [ \[ 快速开始\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/quick_start.html ) [ \[ 微调\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/finetune.html ) [ \[ 评测\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/evaluation.html ) [ \[ 部署\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/deployment.html )
76+ - InternVL 2.5: [ \[ 介绍\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/introduction.html ) [ \[ 快速开始\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/quick_start.html ) [ \[ 微调\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/finetune.html ) [ \[ 评测\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/evaluation.html ) [ \[ 部署\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/deployment.html ) [ \[ 偏好对齐\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.5/preference_optimization.html )
77+ - InternVL 2.0: [ \[ 介绍\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/introduction.html ) [ \[ 快速开始\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/quick_start.html ) [ \[ 微调\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/finetune.html ) [ \[ 评测\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/evaluation.html ) [ \[ 部署\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/deployment.html ) [ \[ 偏好对齐\] ] ( https://internvl.readthedocs.io/en/latest/internvl2.0/preference_optimization.html )
7978 - InternVL 1.5: [ \[ 介绍\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/introduction.html ) [ \[ 快速开始\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/quick_start.html ) [ \[ 微调\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/finetune.html ) [ \[ 评测\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/evaluation.html ) [ \[ 部署\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.5/deployment.html )
8079 - InternVL 1.2: [ \[ 介绍\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.2/introduction.html ) [ \[ 快速开始\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.2/quick_start.html ) [ \[ 微调\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.2/finetune.html ) [ \[ 评测\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.2/evaluation.html )
8180 - InternVL 1.1: [ \[ 介绍\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.1/introduction.html ) [ \[ 快速开始\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.1/quick_start.html ) [ \[ 微调\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.1/evaluation.html )
8281 - InternVL 1.0: [ \[ 图像分类\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/classification.html ) [ \[ CLIP-Benchmark\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/clip_benchmark.html ) [ \[ 语义分割\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/segmentation.html ) [ \[ InternVL-Chat-LLaVA\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/internvl_chat_llava.html ) [ \[ InternVL-G\] ] ( https://internvl.readthedocs.io/en/latest/internvl1.0/internvl_g.html )
8382
8483## 和 SOTA 多模态大模型对比
8584
86- ![ waic_performance] ( https://github.com/user-attachments/assets/38f82c34-20b4-4d11-8f3e-f76af1b013c2 )
85+ ![ waic_performance] ( https://github.com/user-attachments/assets/d14a7ba3-1863-45d7-9d94-0ea8c3433ce4 )
8786
8887## 模型库
8988
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