mirror of
https://github.com/OpenBMB/MiniCPM-V.git
synced 2026-02-04 17:59:18 +08:00
50 lines
2.0 KiB
Markdown
50 lines
2.0 KiB
Markdown
## Phi-3-vision-128K-Instruct vs MiniCPM-Llama3-V 2.5
|
||
|
||
Comparison results of Phi-3-vision-128K-Instruct and MiniCPM-Llama3-V 2.5, regarding the model size, hardware requirements, and performances.
|
||
|
||
我们提供了从模型参数、硬件需求、性能指标等方面对比 Phi-3-vision-128K-Instruct 和 MiniCPM-Llama3-V 2.5 的结果。
|
||
|
||
## Hardeware Requirements （硬件需求）
|
||
|
||
With in4 quantization, MiniCPM-Llama3-V 2.5 delivers smooth inference with only 8GB of GPU memory.
|
||
|
||
通过 in4 量化，MiniCPM-Llama3-V 2.5 仅需 8GB 显存即可推理。
|
||
|
||
| Model（模型） | GPU Memory（显存） |
|
||
|:----------------------|:-------------------:|
|
||
| [MiniCPM-Llama3-V 2.5](https://huggingface.co/openbmb/MiniCPM-Llama3-V-2_5/) | 19 GB |
|
||
| Phi-3-vision-128K-Instruct | 12 GB |
|
||
| [MiniCPM-Llama3-V 2.5 (int4)](https://huggingface.co/openbmb/MiniCPM-Llama3-V-2_5-int4/) | 8 GB |
|
||
|
||
## Model Size and Peformance （模型参数和性能）
|
||
|
||
In most benchmarks, MiniCPM-Llama3-V 2.5 achieves **better performance** compared with Phi-3-vision-128K-Instruct.
|
||
|
||
在大多数评测集上， MiniCPM-Llama3-V 2.5 相比于 Phi-3-vision-128K-Instruct 都展现出了**更优的性能表现**.
|
||
|
||
| | Phi-3-vision-128K-Instruct | MiniCPM-Llama3-V 2.5|
|
||
|:-|:----------:|:-------------------:|
|
||
| Size（参数） | **4B** | 8B|
|
||
| OpenCompass 2024/05 | 53.7 | **58.8** |
|
||
| OCRBench | 639.0 | **725.0**|
|
||
| RealworldQA | 58.8 | **63.5**|
|
||
| TextVQA | 72.2 | **76.6** |
|
||
| ScienceQA| **90.8** | 89.0 |
|
||
| POPE | 83.4 | **87.2** |
|
||
|
||
|
||
## Multilingual Capabilities
|
||
|
||
|
||
MiniCPM-Llama3-V 2.5 exhibits **stronger multilingual** capabilities compared with Phi-3-vision-128K-Instruct on LLaVA Bench.
|
||
|
||
MiniCPM-Llama3-V 2.5 在对话和推理评测榜单 LLaVA Bench 上展现出了比 Phi-3-vision-128K-Instruct **更强的多语言的性能**。
|
||
|
||
<div align="center">
|
||
<img src="../assets/llavabench_compare_3.png" width="85%" />
|
||
<br>
|
||
Evaluation results of LLaVABench in multiple languages
|
||
<br>
|
||
多语言LLaVA Bench评测结果
|
||
</div>
|