AI BriefingLG AI Research: CVPR 2023 Research Trends and NICE Workshop Review
Key point
LG AI Research analyzed the computer vision research trends presented at CVPR 2023 and visual reasoning techniques leveraging LLMs.
Details
CVPR 2023, the world's largest computer vision conference, showed a research trend not skewed toward any particular technology, with diverse topics such as autonomous driving, NeRF, and multimodal coexisting. In particular, this year's highlight was the diversity of existing technologies rather than new technical breakthroughs.
Among the notable research is Visual Programming (VisProg), which won the Best Paper award. Instead of training a new model, this technique uses an LLM (GPT-3) as a scheduler to connect existing visual models as modularized functional blocks to solve complex vision tasks.
VisProg has a structure where, when a human gives commands in sentences as if writing code, the LLM determines the appropriate order of modules and parameters to solve the problem. This enables efficient performance of various vision tasks without separate data construction or model training.
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