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Updated 2026-11-10 · ranked by real download data

Fastest-growing VLMs

Ranked nightly from our download snapshots of the Hugging Face catalog. Every entry shows its licence and what hardware it realistically needs.

#ModelParamsContextCommercial use30dMin VRAM
01 Mistral-Large-4-1T-A52B mistralai · image-text-to-text 52.0 B — other 12 K from 122.7 GB
02 MiniMax-M3.1-Flash MiniMaxAI · image-text-to-text 220.5 B — other 53 K from 518.7 GB
03 Huihui-Qwen3.6-35B-A3B-abliterated-MTP-GGUF huihui-ai · image-text-to-text 35.0 B — ✓ apache-2.0 4.9 M from 82.8 GB
04 Florence-2-base microsoft · image-text-to-text 230 M — ✓ mit 11.7 M from 1.0 GB
05 Ternary-Bonsai-2-9B-gguf prism-ml · image-text-to-text 9.0 B — ✓ apache-2.0 1.2 M from 21.7 GB
06 Qwen3.6-35B-A3B-MTP-GGUF unsloth · image-text-to-text — — ✓ apache-2.0 2.1 M —
07 Muse-Spark-Open-816B-A42B meta-models · image-text-to-text 822.0 B — other 13 K from 1,932.3 GB
08 Unlimited-OCR baidu · image-text-to-text 3.3 B 33 K ✓ mit 5.4 M from 8.3 GB
09 moondream3-preview moondream · image-text-to-text 9.3 B — other 43 K from 22.3 GB
10 Huihui-Qwen3.8-27B-abliterated-GGUF huihui-ai · image-text-to-text 27.0 B — ✓ apache-2.0 3.9 M from 64.0 GB
11 gemma-4-12b-it-GGUF unsloth · image-text-to-text 12.0 B — ✓ apache-2.0 2.5 M from 28.7 GB
12 Qwen3.8-Flash-Next-GSQ-RCO-abliterated-GGUF SC117 · image-text-to-text 180.0 B — ✓ apache-2.0 4.2 M from 423.5 GB
13 Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive HauhauCS · image-text-to-text — — ✓ apache-2.0 1.3 M —
14 InternVL2-1B OpenGVLab · image-text-to-text 940 M — ✓ mit 964 K from 2.7 GB
15 Qwen2.5-VL-3B-Instruct Qwen · image-text-to-text 3.8 B 128 K unknown 1.7 M from 9.3 GB
16 Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF DavidAU · image-text-to-text 27.0 B — ✓ apache-2.0 1.5 M from 64.0 GB
17 GLM-4.6V zai-org · image-text-to-text 107.7 B — ✓ mit 5 K from 253.6 GB
18 Qwen3.5-2B Qwen · image-text-to-text 2.3 B — ✓ apache-2.0 3.7 M from 5.8 GB
19 Kimi-K2.7-Code moonshotai · image-text-to-text 1,026.9 B — other 90 K from 2,413.7 GB
20 moondream3.1-9B-A2B moondream · image-text-to-text 9.3 B — other 10 K from 22.3 GB
21 reka-edge-2603 RekaAI · image-text-to-text 7.1 B — other 1 K from 17.3 GB
22 SmolVLM2-500M-Video-Instruct HuggingFaceTB · image-text-to-text 510 M — ✓ apache-2.0 1.8 M from 1.7 GB
23 Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF DavidAU · image-text-to-text 9.0 B — ✓ apache-2.0 2.1 M from 21.7 GB
24 Cyber-Tiel-Coder-35B-A3B-GGUF-MTP peculiar-ragdoll · image-text-to-text 35.0 B — ✓ mit 992 K from 82.8 GB
25 gemma-3-4b-it google · image-text-to-text 4.3 B — ⚠ gemma 1.0 M from 10.6 GB
Membership and ranking refresh nightly after the snapshot run. VRAM is an estimate for the smallest quantization at 8K context — methodology.