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Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework

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OFA

This is the official repo for the paper: UNIFYING ARCHITECTURES, TASKS, AND MODALITIES THROUGH A SIMPLE SEQUENCE-TO-SEQUENCE LEARNING FRAMEWORK

Overview

OFA is a unified multimodal pretrained model that unifies modalities (i.e., cross-modality, vision, language) and tasks (e.g., image generation, visual grounding, image captioning, image classification, text generation, etc.) to a simple sequence-tosequence learning framework.

Examples

Image Generation (normal query)

t2i_normal

Image Generation (counterfactual query)

t2i_counterfactual

Open-Ended VQA

open_vqa

grounded QA

grounded_qa

Viusal Grounding

vg

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Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework

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  • Python 92.6%
  • Shell 6.1%
  • Cuda 0.6%
  • C++ 0.4%
  • Cython 0.2%
  • Lua 0.1%