Instructblip Flan T5 Xxl 8bit Nf4
InstructBLIP is the vision-instruction-tuned version of BLIP-2, combining vision and language models to generate descriptions or answer questions based on images and text instructions.
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Release Time : 8/21/2023
Model Overview
This model uses Flan-T5-xxl as the language model and achieves general vision-language task processing capabilities through instruction tuning.
Model Features
Visual Instruction Tuning
Enables the model to understand and execute complex image-based instructions through instruction tuning.
Multimodal Processing
Simultaneously processes visual and language inputs to achieve cross-modal understanding.
8-bit Quantization Support
Supports 8-bit/nf4 quantization using bitsandbytes to reduce resource requirements.
Model Capabilities
Image Caption Generation
Visual Question Answering
Cross-modal Understanding
Instruction Following
Use Cases
Image Understanding
Image Anomaly Detection
Identify and describe unusual elements in images
Accurately points out anomalous elements in images
Assistive Technology
Visual Assistance
Describe image content for visually impaired individuals
Generates detailed and accurate image descriptions
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