# Open Door on Meta-World

Source: [Open Door on Meta-World](<https://www.sota2.com/research/sota/open-door-on-meta-world>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:08:02.801Z

Evaluation of performance on the Open Door manipulation skill within the Meta-World environment, measured by VOC score.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Open door |
| Dataset (including any stated split) | Meta-World |
| Metric | VOC Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 35 of 35 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [VOC Score](<https://www.sota2.com/research/sota/open-door-on-meta-world.md?metric=VOC%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | VOC Score | Result date | Report paper |
| --- | --- | --- | --- |
| LTriplet | 62.64 | Not recorded | 694cc50853fdd5c36173a87a |
| LR3M | 61.35 | Not recorded | 694cc50853fdd5c36173a87a |
| LTCNtext | 60.36 | Not recorded | 694cc50853fdd5c36173a87a |
| LTCNtext | 42.66 | Not recorded | 694cc50853fdd5c36173a87a |
| LLIV | 33.99 | Not recorded | 694cc50853fdd5c36173a87a |
| LR3M | 33.7 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext | 32.38 | Not recorded | 694cc50853fdd5c36173a87a |
| LTCNtext | 31.43 | Not recorded | 694cc50853fdd5c36173a87a |
| SigLIP2 | 29.52 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext + LVIP | 28.51 | Not recorded | 694cc50853fdd5c36173a87a |
| LTriplet | 26.01 | Not recorded | 694cc50853fdd5c36173a87a |
| LTriplet | 22.11 | Not recorded | 694cc50853fdd5c36173a87a |
| LLIV | 17.51 | Not recorded | 694cc50853fdd5c36173a87a |
| LR3M | 14.33 | Not recorded | 694cc50853fdd5c36173a87a |
| SigLIP2 | 11.82 | Not recorded | 694cc50853fdd5c36173a87a |
| LTCNtext | 10.4 | Not recorded | 694cc50853fdd5c36173a87a |
| SigLIP2 | 7.84 | Not recorded | 694cc50853fdd5c36173a87a |
| LR3M | 7.7 | Not recorded | 694cc50853fdd5c36173a87a |
| LTriplet | 6.7 | Not recorded | 694cc50853fdd5c36173a87a |
| LR3M | 2.21 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext + LVIP | -0.04 | Not recorded | 694cc50853fdd5c36173a87a |
| LLIV | -0.28 | Not recorded | 694cc50853fdd5c36173a87a |
| LLIV | -0.64 | Not recorded | 694cc50853fdd5c36173a87a |
| LLIV | -5.99 | Not recorded | 694cc50853fdd5c36173a87a |
| LTriplet | -7.01 | Not recorded | 694cc50853fdd5c36173a87a |
| SigLIP2 | -14.8 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext + LVIP | -15.03 | Not recorded | 694cc50853fdd5c36173a87a |
| SigLIP2 | -18.46 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext + LVIP | -18.94 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext | -25.8 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext + LVIP | -27.62 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext | -30.36 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext | -31.39 | Not recorded | 694cc50853fdd5c36173a87a |
| LVIPtext | -33.03 | Not recorded | 694cc50853fdd5c36173a87a |
| LTCNtext | -42.27 | Not recorded | 694cc50853fdd5c36173a87a |

### LTriplet

VOC Score: 62.64. Result ID: 69994c515698665ec4b681f4.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

Recorded evaluation configuration: {"View":"Average"}. This record does not assert independent reproduction.

### LR3M

VOC Score: 61.35. Result ID: 69994c515698665ec4b681f0.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

Recorded evaluation configuration: {"View":"Average"}. This record does not assert independent reproduction.

### LTCNtext

VOC Score: 60.36. Result ID: 69994c515698665ec4b681ef.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02dd8.md>)

[Implementation](<https://www.sota2.com/sermanet.github.io/imitate>)

Recorded evaluation configuration: {"View":"Average"}. This record does not assert independent reproduction.

### LTCNtext

VOC Score: 42.66. Result ID: 69994c515698665ec4b681da.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02dd8.md>)

[Implementation](<https://www.sota2.com/sermanet.github.io/imitate>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LLIV

VOC Score: 33.99. Result ID: 69994c515698665ec4b681f3.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46366.md>)

Recorded evaluation configuration: {"View":"Average"}. This record does not assert independent reproduction.

### LR3M

VOC Score: 33.7. Result ID: 69994c515698665ec4b681e2.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

Recorded evaluation configuration: {"View":"View 3"}. This record does not assert independent reproduction.

### LVIPtext

VOC Score: 32.38. Result ID: 69994c515698665ec4b681f1.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"Average"}. This record does not assert independent reproduction.

### LTCNtext

VOC Score: 31.43. Result ID: 69994c515698665ec4b681e1.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02dd8.md>)

[Implementation](<https://www.sota2.com/sermanet.github.io/imitate>)

Recorded evaluation configuration: {"View":"View 3"}. This record does not assert independent reproduction.

### SigLIP2

VOC Score: 29.52. Result ID: 69994c515698665ec4b681e0.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"View":"View 3"}. This record does not assert independent reproduction.

### LVIPtext + LVIP

VOC Score: 28.51. Result ID: 69994c515698665ec4b681f2.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"Average"}. This record does not assert independent reproduction.

### LTriplet

VOC Score: 26.01. Result ID: 69994c515698665ec4b681d8.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LTriplet

VOC Score: 22.11. Result ID: 69994c515698665ec4b681df.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LLIV

VOC Score: 17.51. Result ID: 69994c515698665ec4b681d7.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46366.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LR3M

VOC Score: 14.33. Result ID: 69994c515698665ec4b681e9.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### SigLIP2

VOC Score: 11.82. Result ID: 69994c515698665ec4b681e7.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LTCNtext

VOC Score: 10.4. Result ID: 69994c515698665ec4b681e8.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02dd8.md>)

[Implementation](<https://www.sota2.com/sermanet.github.io/imitate>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### SigLIP2

VOC Score: 7.84. Result ID: 69994c515698665ec4b681d9.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LR3M

VOC Score: 7.7. Result ID: 69994c515698665ec4b681db.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LTriplet

VOC Score: 6.7. Result ID: 69994c515698665ec4b681ed.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LR3M

VOC Score: 2.21. Result ID: 69994c515698665ec4b681d4.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d5b4.md>)

[Implementation](<https://github.com/facebookresearch/r3m>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LVIPtext + LVIP

VOC Score: -0.04. Result ID: 69994c515698665ec4b681d6.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LLIV

VOC Score: -0.28. Result ID: 69994c515698665ec4b681e5.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46366.md>)

Recorded evaluation configuration: {"View":"View 3"}. This record does not assert independent reproduction.

### LLIV

VOC Score: -0.64. Result ID: 69994c515698665ec4b681ec.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46366.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LLIV

VOC Score: -5.99. Result ID: 69994c515698665ec4b681de.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46366.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LTriplet

VOC Score: -7.01. Result ID: 69994c515698665ec4b681e6.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

Recorded evaluation configuration: {"View":"View 3"}. This record does not assert independent reproduction.

### SigLIP2

VOC Score: -14.8. Result ID: 69994c515698665ec4b681d2.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LVIPtext + LVIP

VOC Score: -15.03. Result ID: 69994c515698665ec4b681dd.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### SigLIP2

VOC Score: -18.46. Result ID: 69994c515698665ec4b681ee.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"View":"Average"}. This record does not assert independent reproduction.

### LVIPtext + LVIP

VOC Score: -18.94. Result ID: 69994c515698665ec4b681eb.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LVIPtext

VOC Score: -25.8. Result ID: 69994c515698665ec4b681d5.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

### LVIPtext + LVIP

VOC Score: -27.62. Result ID: 69994c515698665ec4b681e4.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 3"}. This record does not assert independent reproduction.

### LVIPtext

VOC Score: -30.36. Result ID: 69994c515698665ec4b681e3.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 3"}. This record does not assert independent reproduction.

### LVIPtext

VOC Score: -31.39. Result ID: 69994c515698665ec4b681ea.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"Multi view"}. This record does not assert independent reproduction.

### LVIPtext

VOC Score: -33.03. Result ID: 69994c515698665ec4b681dc.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b53.md>)

Recorded evaluation configuration: {"View":"View 2"}. This record does not assert independent reproduction.

### LTCNtext

VOC Score: -42.27. Result ID: 69994c515698665ec4b681d3.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50853fdd5c36173a87a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64251e209131cea02dd8.md>)

[Implementation](<https://www.sota2.com/sermanet.github.io/imitate>)

Recorded evaluation configuration: {"View":"View 1"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
