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Scaling Data Generation in Vision-and-Language Navigation

ScaleVLN

Scaling Data Generation in Vision-and-Language Navigation

image-20230807150345976

Pre-exploration

[26] Counterfactual vision-and-language navigation via adversarial path sampler. In European Conference on Computer Vision, pages 71–86. Springer, 2020. 2

[72] Learning to navigate unseen environments: Back translation with environmental dropout

[90] Vision-language navigation with self-supervised auxiliary reasoning tasks.

VLN cotinuous environments(R2R-CE)

[5] 1st place solutions for rxr-habitat vision-and-language navigation competition (cvpr 2022)

[30] Bridging the gap between learning in discrete and continuous environments for vision-and-language navigation

[40] Simple and effective synthesis of indoor 3d scenes. arXiv preprint arXiv:2204.02960, 2022. 2

Scaling Data for Learning VLN