# Object Navigation on AI2-THOR ProcTHOR Habitat-compatible (unseen synthetic test environments)

Source: [Object Navigation on AI2-THOR ProcTHOR Habitat-compatible (unseen synthetic test environments)](<https://www.sota2.com/research/sota/object-navigation-on-ai2-thor-procthor-habitat-compatible-unseen-synthetic-test-environments>)

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

Data updated: 2026-03-12T08:17:32.622Z

Evaluation of Object Navigation performance on AI2-THOR environments specifically configured to be compatible with the Habitat simulator, focusing on unseen synthetic test environments. Metrics include Success Rate (SR) and SPL.

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 | Object Navigation |
| Dataset (including any stated split) | AI2-THOR ProcTHOR Habitat-compatible (unseen synthetic test environments) |
| Metric | Success Rate (SR) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Success Rate (SR)](<https://www.sota2.com/research/sota/object-navigation-on-ai2-thor-procthor-habitat-compatible-unseen-synthetic-test-environments.md?metric=Success%20Rate%20(SR)>): Higher is better; unit: PERCENT.

- [SPL](<https://www.sota2.com/research/sota/object-navigation-on-ai2-thor-procthor-habitat-compatible-unseen-synthetic-test-environments.md?metric=SPL>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate (SR) | Result date | Report paper |
| --- | --- | --- | --- |
| CompassNav | 58.1 | Not recorded | 68fa7c091e209131cea8bfe0 |
| ProcTHOR | 55 | Not recorded | 68fa7c091e209131cea8bfe0 |
| EmbCLIP | 47 | Not recorded | 68fa7c091e209131cea8bfe0 |

### CompassNav

Success Rate (SR): 58.1. Result ID: 69b276856dbb7075b95cfa5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8bfe0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8bfe0.md>)

Recorded evaluation configuration: {"Generalization":"Sim-to-Sim","Training Domain":"HM3D (Photorealistic)"}. This record does not assert independent reproduction.

### ProcTHOR

Success Rate (SR): 55. Result ID: 69b276856dbb7075b95cfa5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8bfe0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc81e209131cea35f57.md>)

Recorded evaluation configuration: {"Generalization":"Sim-to-Sim","Training Domain":"HM3D (Photorealistic)"}. This record does not assert independent reproduction.

### EmbCLIP

Success Rate (SR): 47. Result ID: 69b276856dbb7075b95cfa59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c091e209131cea8bfe0.md>)

Recorded evaluation configuration: {"Generalization":"Sim-to-Sim","Training Domain":"HM3D (Photorealistic)"}. This record does not assert independent reproduction.

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