# Object Existence Detection on Reasoning Segmentation augmented (val)

Source: [Object Existence Detection on Reasoning Segmentation augmented (val)](<https://www.sota2.com/research/sota/object-existence-detection-on-reasoning-segmentation-augmented-val>)

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

Data updated: 2026-02-27T08:47:46.439Z

Evaluation of Object Existence Detection performance on the validation split of the Reasoning Segmentation augmented dataset, reporting FP Recall and TP Recall.

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 Existence Detection |
| Dataset (including any stated split) | Reasoning Segmentation augmented (val) |
| Metric | FP Recall |
| 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

- [FP Recall](<https://www.sota2.com/research/sota/object-existence-detection-on-reasoning-segmentation-augmented-val.md?metric=FP%20Recall>): Higher is better; unit: PERCENT.

- [TP Recall](<https://www.sota2.com/research/sota/object-existence-detection-on-reasoning-segmentation-augmented-val.md?metric=TP%20Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FP Recall | Result date | Report paper |
| --- | --- | --- | --- |
| SESAME | 86.5 | Not recorded | 68fa71701e209131cea513b6 |
| Cascading | 7 | Not recorded | 68fa71701e209131cea513b6 |
| LISA | 0.5 | Not recorded | 68fa71701e209131cea513b6 |

### SESAME

FP Recall: 86.5. Result ID: 69a15a1635dfcabb00e678d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Cascading

FP Recall: 7. Result ID: 69a15a1635dfcabb00e678cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LISA

FP Recall: 0.5. Result ID: 69a15a1635dfcabb00e678ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730a1e209131cea5a0b2.md>)

[Implementation](<https://www.sota2.com/github.com/dvlab-research/LISA>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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