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Phi 3.5 Vision Instruct

Developed by microsoft
Phi-3.5-vision is a lightweight, cutting-edge open multimodal model supporting 128K context length, focusing on high-quality, reasoning-rich text and visual data.
Downloads 397.38k
Release Time : 8/16/2024

Model Overview

This model belongs to the Phi-3 family, supporting multimodal input and suitable for tasks like image understanding, OCR, chart and table comprehension, with supervised fine-tuning and direct preference optimization to ensure precise instruction following and safety measures.

Model Features

Multimodal support
Supports joint processing of images and text, capable of understanding visual content and generating relevant textual responses.
Long context support
Supports 128K context length (in tokens), suitable for processing long documents or multi-image inputs.
Lightweight design
Optimized for memory and computation-constrained environments, ideal for latency-sensitive scenarios.
Multi-frame image understanding
Supports multi-image comparison, summarization, and video clip comprehension, suitable for complex visual tasks.

Model Capabilities

General image understanding
Optical Character Recognition (OCR)
Chart and table comprehension
Multi-image comparison
Multi-image or video clip summarization
Text generation

Use Cases

Office scenarios
Slide summarization
Automatically analyzes and summarizes PPT slide content.
Can process up to 20 consecutive slide inputs.
Document understanding
Parses complex documents containing both text and images.
Achieves 72.0 accuracy on the TextVQA benchmark.
Visual reasoning
Image comparison
Compares similarities and differences between multiple images.
Scores 83.0 on the visual similarity task in the BLINK benchmark.
Video summarization
Extracts key information from video clips and generates summaries.
Achieves 60.8 on short video processing in the Video-MME benchmark.
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