unum-cloud/UForm

Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️

1.2k 78 +0/wk

GitHub

bert clip clustering contrastive-learning cross-attention huggingface-transformers image-search language-vision llava multi-lingual multimodal neural-network

Trend 0

Star & Fork Trend (22 data points)

Stars

Forks

Multi-Source Signals

GitHub

stars 1.2k

forks 78

Growth Velocity

unum-cloud/UForm has +0 stars this period . Velocity data will be available after more historical data is collected.

Deep analysis is being generated for this repository.

Signal-backed technical analysis will be available soon.

Metric	UForm	Emotion-recognition	TDC	AdvancedEAST
Stars	1.2k	1.2k	1.2k	1.2k
Forks	78	375	210	379
Weekly Growth	+0	+0	+0	+0
Language	Python	Python	Jupyter Notebook	Python
Sources	1	1	1	1
License	Apache-2.0	MIT	MIT	MIT

Capability Radar vs Emotion-recognition

UForm

Emotion-recognition

Maintenance Activity 12

Last code push 160 days ago.

Community Engagement 32

Fork-to-star ratio: 6.3%. Lower fork ratio may indicate passive usage.

Issue Burden 70

Issue data not yet available.

Growth Momentum 30

No measurable growth in the current period (first-day cold start expected).

License Clarity 95

Licensed under Apache-2.0. Permissive — safe for commercial use.

Risk scores are computed from real-time repository data. Higher scores indicate healthier metrics.