# Incremental Few-Shot Object Detection on LVIS

Source: [Incremental Few-Shot Object Detection on LVIS](<https://www.sota2.com/research/sota/incremental-few-shot-object-detection-on-lvis>)

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

Data updated: 2026-02-26T05:23:03.074Z

Evaluation of Incremental Few-Shot Object Detection performance on the LVIS dataset, reporting specialized metrics including AP (New), AP (Base-c), and AP (Base-f).

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 | Incremental Few-Shot Object Detection |
| Dataset (including any stated split) | LVIS |
| Metric | AP (Base-c) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [AP (Base-c)](<https://www.sota2.com/research/sota/incremental-few-shot-object-detection-on-lvis.md?metric=AP%20(Base-c)>): Higher is better; unit: PERCENT.

- [AP (New)](<https://www.sota2.com/research/sota/incremental-few-shot-object-detection-on-lvis.md?metric=AP%20(New)>): Higher is better; unit: PERCENT.

- [AP (Base-f)](<https://www.sota2.com/research/sota/incremental-few-shot-object-detection-on-lvis.md?metric=AP%20(Base-f)>): Higher is better; unit: PERCENT.

- [AP (All)](<https://www.sota2.com/research/sota/incremental-few-shot-object-detection-on-lvis.md?metric=AP%20(All)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP (Base-c) | Result date | Report paper |
| --- | --- | --- | --- |
| iFS-RCNN | 26.11 | Not recorded | 68fa6ca21e209131cea35185 |
| Mask-RCNN | 24.54 | Not recorded | 68fa6ca21e209131cea35185 |
| Mask+Sigmoid | 23.33 | Not recorded | 68fa6ca21e209131cea35185 |
| TFA | 16.9 | Not recorded | 68fa6ca21e209131cea35185 |

### iFS-RCNN

AP (Base-c): 26.11. Result ID: 699aabc75698665ec438cb6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35185.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35185.md>)

Recorded evaluation configuration: {"Tested on":"iFSOD & iFSIS","Supervision level":"Less"}. This record does not assert independent reproduction.

### Mask-RCNN

AP (Base-c): 24.54. Result ID: 699aabc75698665ec438cb6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35185.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f21e209131cea01b22.md>)

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

Recorded evaluation configuration: {"Tested on":"gFSOD & gFSIS","Supervision level":"More"}. This record does not assert independent reproduction.

### Mask+Sigmoid

AP (Base-c): 23.33. Result ID: 699aabc75698665ec438cb6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35185.md>)

Recorded evaluation configuration: {"Tested on":"iFSOD & iFSIS","Supervision level":"Less"}. This record does not assert independent reproduction.

### TFA

AP (Base-c): 16.9. Result ID: 699aabc75698665ec438cb6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea35185.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67341e209131cea14b81.md>)

[Implementation](<https://github.com/ucbdrive/few-shot-object-detection>)

Recorded evaluation configuration: {"Tested on":"gFSOD","Supervision level":"More"}. This record does not assert independent reproduction.

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