# Bimanual Insertion on Bimanual Insertion sim

Source: [Bimanual Insertion on Bimanual Insertion sim](<https://www.sota2.com/research/sota/bimanual-insertion-on-bimanual-insertion-sim>)

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

Data updated: 2026-02-26T05:46:02.916Z

Evaluation of robotic performance on the Bimanual Insertion task within the Bimanual Insertion simulation environment, tracking success rates for grasping, contact, and final insertion stages.

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 | Bimanual Insertion |
| Dataset (including any stated split) | Bimanual Insertion sim |
| Metric | Grasp Success |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Grasp Success](<https://www.sota2.com/research/sota/bimanual-insertion-on-bimanual-insertion-sim.md?metric=Grasp%20Success>): Higher is better; unit: SCALAR.

- [Contact Success](<https://www.sota2.com/research/sota/bimanual-insertion-on-bimanual-insertion-sim.md?metric=Contact%20Success>): Higher is better; unit: SCALAR.

- [Insertion Success](<https://www.sota2.com/research/sota/bimanual-insertion-on-bimanual-insertion-sim.md?metric=Insertion%20Success>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Grasp Success | Result date | Report paper |
| --- | --- | --- | --- |
| ACT | 93 | Not recorded | 68fa6f251e209131cea4404b |
| ACT | 76 | Not recorded | 68fa6f251e209131cea4404b |
| BeT | 21 | Not recorded | 68fa6f251e209131cea4404b |
| BC-ConvMLP | 10 | Not recorded | 68fa6f251e209131cea4404b |
| BeT | 10 | Not recorded | 68fa6f251e209131cea4404b |
| RT-1 | 10 | Not recorded | 68fa6f251e209131cea4404b |
| VINN | 10 | Not recorded | 68fa6f251e209131cea4404b |
| VINN | 6 | Not recorded | 68fa6f251e209131cea4404b |
| BC-ConvMLP | 5 | Not recorded | 68fa6f251e209131cea4404b |
| RT-1 | 2 | Not recorded | 68fa6f251e209131cea4404b |

### ACT

Grasp Success: 93. Result ID: 6990a8323a6c314849023314.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

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

Recorded evaluation configuration: {"Training Data":"Scripted","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

### ACT

Grasp Success: 76. Result ID: 6990a8323a6c314849023315.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

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

Recorded evaluation configuration: {"Training Data":"Human","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

### BeT

Grasp Success: 21. Result ID: 6990a8323a6c31484902330e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad74.md>)

Recorded evaluation configuration: {"Training Data":"Scripted","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

### BC-ConvMLP

Grasp Success: 10. Result ID: 6990a8323a6c31484902330d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64281e209131cea02f94.md>)

Recorded evaluation configuration: {"Training Data":"Human","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

### BeT

Grasp Success: 10. Result ID: 6990a8323a6c31484902330f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad74.md>)

Recorded evaluation configuration: {"Training Data":"Human","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

### RT-1

Grasp Success: 10. Result ID: 6990a8323a6c314849023311.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70411e209131cea49f7d.md>)

[Implementation](<http://github.com/google-research/robotics_transformer>)

Recorded evaluation configuration: {"Training Data":"Human","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

### VINN

Grasp Success: 10. Result ID: 6990a8323a6c314849023313.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5c1e209131cea2da7e.md>)

Recorded evaluation configuration: {"Training Data":"Human","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

### VINN

Grasp Success: 6. Result ID: 6990a8323a6c314849023312.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5c1e209131cea2da7e.md>)

Recorded evaluation configuration: {"Training Data":"Scripted","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

### BC-ConvMLP

Grasp Success: 5. Result ID: 6990a8323a6c31484902330c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64281e209131cea02f94.md>)

Recorded evaluation configuration: {"Training Data":"Scripted","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

### RT-1

Grasp Success: 2. Result ID: 6990a8323a6c314849023310.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4404b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70411e209131cea49f7d.md>)

[Implementation](<http://github.com/google-research/robotics_transformer>)

Recorded evaluation configuration: {"Training Data":"Scripted","Seeds":3,"Evaluations per seed":50}. This record does not assert independent reproduction.

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