Datasets › RxR
RxR (Room-across-Room)
Room-Across-Room (RxR) is a multilingual dataset for Vision-and-Language Navigation (VLN) for Matterport3D environments. In contrast to related datasets such as Room-to-Room (R2R), RxR is 10x larger, multilingual (English, Hindi and Telugu), with longer and more variable paths, and it includes and fine-grained visual groundings that relate each word to pixels/surfaces in the environment.
Source: Room-Across-Room (RxR) Dataset
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Vision and Language Navigation | RxR | MARVAL ndtw 66.76 | A New Path: Scaling Vision-and-Language Navigation with... | — | 6 | Compare |
Papers archive 2025-07-28
5 shown of 5 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 54. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| A New Path: Scaling Vision-and-Language Navigation with Synthetic Instructions and Imitation Learning | 0 | 1 | 6 Oct 2022 | not harvested |
| EnvEdit: Environment Editing for Vision-and-Language Navigation | 1 | 1 | 29 Mar 2022 | ran 2 of 5 samples (3 unverified) |
| History Aware Multimodal Transformer for Vision-and-Language Navigation | 1 | 1 | 25 Oct 2021 | ran 7 of 15 samples (8 unverified) |
| How Much Can CLIP Benefit Vision-and-Language Tasks? | 4 | 1 | 13 Jul 2021 | ran 6 of 10 samples (4 unverified; 9 pointer-only for licence) |
| Room-Across-Room: Multilingual Vision-and-Language Navigation with Dense Spatiotemporal Grounding | 3 | 2 | 15 Oct 2020 | ran 0 of 4 samples (4 unverified) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- RxR
1 variant name, as the archive lists them.
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