Total runs:
1.0M
Run Growth:
-398.3K
Growth Rate:
-39.62%
Sponsored by
PoYo.AI
apple / FastVLM-7B-int4
Model's Last Updated: September 03 2025
Introduction of FastVLM-7B-int4
Model Details of FastVLM-7B-int4
FastVLM: Efficient Vision Encoding for Vision Language Models
FastVLM was introduced in FastVLM: Efficient Vision Encoding for Vision Language Models . (CVPR 2025)
Highlights
- We introduce FastViTHD, a novel hybrid vision encoder designed to output fewer tokens and significantly reduce encoding time for high-resolution images.
- Our smallest variant outperforms LLaVA-OneVision-0.5B with 85x faster Time-to-First-Token (TTFT) and 3.4x smaller vision encoder.
- Our larger variants using Qwen2-7B LLM outperform recent works like Cambrian-1-8B while using a single image encoder with a 7.9x faster TTFT.
Evaluations
| Benchmark | FastVLM-0.5B | FastVLM-1.5B | FastVLM-7B |
|---|---|---|---|
| Ai2D | 68.0 | 77.4 | 83.6 |
| ScienceQA | 85.2 | 94.4 | 96.7 |
| MMMU | 33.9 | 37.8 | 45.4 |
| VQAv2 | 76.3 | 79.1 | 80.8 |
| ChartQA | 76.0 | 80.1 | 85.0 |
| TextVQA | 64.5 | 70.4 | 74.9 |
| InfoVQA | 46.4 | 59.7 | 75.8 |
| DocVQA | 82.5 | 88.3 | 93.2 |
| OCRBench | 63.9 | 70.2 | 73.1 |
| RealWorldQA | 56.1 | 61.2 | 67.2 |
| SeedBench-Img | 71.0 | 74.2 | 75.4 |
Usage Example
The model has been exported to run with MLX. Follow the instructions in the official repository to use it in an iOS or macOS app.
Citation
If you found this model useful, please cite the following paper:
@InProceedings{fastvlm2025,
author = {Pavan Kumar Anasosalu Vasu, Fartash Faghri, Chun-Liang Li, Cem Koc, Nate True, Albert Antony, Gokul Santhanam, James Gabriel, Peter Grasch, Oncel Tuzel, Hadi Pouransari},
title = {FastVLM: Efficient Vision Encoding for Vision Language Models},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2025},
}
Runs of apple FastVLM-7B-int4 on huggingface.co
112
Total runs
0
24-hour runs
12
3-day runs
24
7-day runs
24
30-day runs
More Information About FastVLM-7B-int4 huggingface.co Model
Url of FastVLM-7B-int4
FastVLM-7B-int4 huggingface.co Url
Provider of FastVLM-7B-int4 huggingface.co
Other API from apple
Updated:March 01 2025
Total runs:
536.2K
Run Growth:
217.4K
Growth Rate:
40.54%
Total runs:
173.0K
Run Growth:
-173.8K
Growth Rate:
-100.45%
Total runs:
76.8K
Run Growth:
67.7K
Growth Rate:
88.14%
Total runs:
54.4K
Run Growth:
-5.1K
Growth Rate:
-9.30%
Total runs:
30.0K
Run Growth:
-4.2K
Growth Rate:
-14.14%
Total runs:
28.2K
Run Growth:
3.0K
Growth Rate:
10.81%
Total runs:
22.8K
Run Growth:
6.8K
Growth Rate:
29.90%
Total runs:
11.8K
Run Growth:
5.4K
Growth Rate:
45.59%
Total runs:
11.7K
Run Growth:
4.9K
Growth Rate:
42.10%
Total runs:
8.8K
Run Growth:
-642
Growth Rate:
-7.27%
Total runs:
6.5K
Run Growth:
-3.2K
Growth Rate:
-48.58%
Total runs:
2.8K
Run Growth:
-2.8K
Growth Rate:
-98.95%
Total runs:
2.2K
Run Growth:
-2.6K
Growth Rate:
-118.57%
Total runs:
2.1K
Run Growth:
1.2K
Growth Rate:
58.70%
Total runs:
2.0K
Run Growth:
434
Growth Rate:
21.73%
Total runs:
1.7K
Run Growth:
1.1K
Growth Rate:
61.11%
Total runs:
1.6K
Run Growth:
1.1K
Growth Rate:
66.36%
Total runs:
1.5K
Run Growth:
497
Growth Rate:
32.96%
Total runs:
1.4K
Run Growth:
-1.4K
Growth Rate:
-93.37%
Total runs:
1.3K
Run Growth:
-654
Growth Rate:
-51.29%
Total runs:
1.2K
Run Growth:
-388
Growth Rate:
-32.20%
Total runs:
972
Run Growth:
-867
Growth Rate:
-89.20%
Total runs:
801
Run Growth:
31
Growth Rate:
3.87%
Total runs:
778
Run Growth:
-566
Growth Rate:
-72.75%
Total runs:
707
Run Growth:
300
Growth Rate:
42.43%
Total runs:
552
Run Growth:
138
Growth Rate:
25.00%
Total runs:
548
Run Growth:
283
Growth Rate:
51.64%
Total runs:
516
Run Growth:
36
Growth Rate:
6.98%
Total runs:
478
Run Growth:
192
Growth Rate:
40.17%
Total runs:
465
Run Growth:
128
Growth Rate:
27.53%
Total runs:
438
Run Growth:
234
Growth Rate:
53.42%
Total runs:
429
Run Growth:
80
Growth Rate:
18.65%
Total runs:
411
Run Growth:
129
Growth Rate:
31.39%
Total runs:
379
Run Growth:
-1.2K
Growth Rate:
-327.97%
Total runs:
364
Run Growth:
268
Growth Rate:
73.63%
Total runs:
327
Run Growth:
132
Growth Rate:
40.37%
Total runs:
327
Run Growth:
-42
Growth Rate:
-12.84%
Total runs:
314
Run Growth:
-146
Growth Rate:
-46.50%
Total runs:
305
Run Growth:
140
Growth Rate:
45.90%
Total runs:
294
Run Growth:
202
Growth Rate:
68.71%
Total runs:
269
Run Growth:
-44
Growth Rate:
-16.36%
Total runs:
231
Run Growth:
-83
Growth Rate:
-35.93%
Total runs:
221
Run Growth:
24
Growth Rate:
10.86%
Total runs:
197
Run Growth:
168
Growth Rate:
89.84%
Total runs:
196
Run Growth:
-35
Growth Rate:
-17.86%
Total runs:
161
Run Growth:
116
Growth Rate:
72.05%
Total runs:
156
Run Growth:
119
Growth Rate:
76.28%
Total runs:
154
Run Growth:
-245
Growth Rate:
-159.09%
Total runs:
138
Run Growth:
66
Growth Rate:
47.83%
Total runs:
122
Run Growth:
-7
Growth Rate:
-5.74%
Total runs:
114
Run Growth:
47
Growth Rate:
41.23%
Total runs:
103
Run Growth:
39
Growth Rate:
37.86%
Total runs:
91
Run Growth:
-314
Growth Rate:
-345.05%
Total runs:
84
Run Growth:
58
Growth Rate:
69.05%
Total runs:
80
Run Growth:
-12
Growth Rate:
-15.58%
Total runs:
61
Run Growth:
19
Growth Rate:
31.15%
Total runs:
48
Run Growth:
-8
Growth Rate:
-16.67%