Image Captioning
Detailed descriptions, alt-text generation, and visual summarization.
OCR & Extraction
Text recognition, form parsing, and document digitization.
Visual Reasoning
Scene understanding, spatial relations, and visual Q&A.
Continuous Capture
Always-on activity recognition and scene monitoring on-device.
LFM2.5 Models   Latest release
LFM2.5-VL builds on LFM2-VL with extended reinforcment learning training for higher performance while maintaining the same architecture and deployment footprint.
LFM2.5-VL-1.6B
1.6B · RecommendedBest vision model for most use cases. Fast and accurate.
LFM2 Models
LFM2-VL-3B
3BHighest-capacity multimodal model with enhanced visual reasoning.
LFM2-VL-1.6B
1.6B · DeprecatedUse the new LFM2.5-VL-1.6B checkpoint instead.
LFM2-VL-450M
450M · FastestCompact multimodal model for edge deployment and fast inference.
Examples
Explore practical implementations using vision models:Image Understanding with Vision Language Models
Analyze images, answer visual questions, and generate descriptions using LFM2-VL-1.6B on Android with Jetpack Compose and Coil.Platform: Android · Uses: LFM2-VL-1.6B
Invoice Extractor Tool
Extract structured payment data from invoice PDFs using LFM2.5-VL-1.6B with file monitoring and 100% local processing.Platform: Desktop · Uses: LFM2.5-VL-1.6B
Real-Time Video Captioning
Generate video captions directly in-browser using LFM2.5-VL-1.6B with WebGPU acceleration and ONNX Runtime Web.Platform: Web · Uses: LFM2.5-VL-1.6B
Fine-tune for Car Maker Identification
Learn to fine-tune LFM2-VL models (450M, 1.6B, 3B) with LoRA, structured generation, and evaluation pipelines for image classification.Platform: Desktop · Uses: LFM2-VL-450M, 1.6B, 3B