PointGoal Navigation

14 papers with code • 1 benchmarks • 2 datasets

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Libraries

Use these libraries to find PointGoal Navigation models and implementations

Most implemented papers

Image-based Navigation in Real-World Environments via Multiple Mid-level Representations: Fusion Models, Benchmark and Efficient Evaluation

fpv-iplab/mid-level-fusion-nav 2 Feb 2022

All the proposed navigation models have been trained with the Habitat simulator on a synthetic office environment and have been tested on the same real-world environment using a real robotic platform.

Is Mapping Necessary for Realistic PointGoal Navigation?

rpartsey/pointgoal-navigation CVPR 2022

However, for PointNav in a realistic setting (RGB-D and actuation noise, no GPS+Compass), this is an open question; one we tackle in this paper.

VER: Scaling On-Policy RL Leads to the Emergence of Navigation in Embodied Rearrangement

facebookresearch/habitat-lab 11 Oct 2022

Specifically, the Pick skill involves a robot picking an object from a table.

Comparison of Model-Free and Model-Based Learning-Informed Planning for PointGoal Navigation

yimengli46/bellman_point_goal 17 Dec 2022

In this work, we compare the state-of-the-art Deep Reinforcement Learning based approaches with Partially Observable Markov Decision Process (POMDP) formulation of the point goal navigation problem.