Embodied AI Reading Club | Vision-and-Language Navigation
В докладе представлен обзор различных задач и направлений области Vision-and-Language Navigation (VLN). Рассматриваются основные VLN бенчмарки, использование LLM и VLM для их решения и актуальные работы:
1. Vision-and-Language Navigation: Interpreting visually-grounded navigation instructions in real environments ()
2. REVERIE: Remote Embodied Visual Referring Expression in Real Indoor Environments ()
3. Room-Across-Room: Multilingual Vision-and-Language Navigation with Dense Spatiotemporal Grounding ()
4. Touchdown: Natural Language Navigation and Spatial Reasoning in Visual Street Environments ()
5. Vision-based Navigation with Language-based Assistance via Imitation Learning with Indirect Intervention ()
6. CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation ()
7. Memory-Maze: Scenario Driven Benchmark and Visual Language Navigation Model for Guiding Blind People ()
8. LM-Nav: Robotic Navigation with Large Pre-Trained Models of Language, Vision, and Action ()
9. NaVid: Video-based VLM Plans the Next Step for Vision-and-Language Navigation ()
10. BehAV: Behavioral Rule Guided Autonomy Using VLMs for Robot Navigation in Outdoor Scenes ()
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