A pipeline that uses LLM-generated counterfactual captions and control-conditioned diffusion to produce label-preserving synthetic test images that expose vision model weaknesses and improve retraining.
Deeptest: automated testing of deep-neural-network-driven autonomous cars,
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DILLEMA: Diffusion and Large Language Models for Multi-Modal Augmentation
A pipeline that uses LLM-generated counterfactual captions and control-conditioned diffusion to produce label-preserving synthetic test images that expose vision model weaknesses and improve retraining.