# Object Detection on MSVQA Low altitude T=5 (test)

Source: [Object Detection on MSVQA Low altitude T=5 (test)](<https://www.sota2.com/research/sota/object-detection-on-msvqa-low-altitude-t-5-test>)

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

Data updated: 2026-03-16T09:31:19.836Z

Evaluation of Object Detection performance on the test split of the MSVQA Low altitude T=5 dataset, reporting metrics such as Average Performance (A-bar) and Last Performance (At).

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 Detection |
| Dataset (including any stated split) | MSVQA Low altitude T=5 (test) |
| Metric | At (Last Performance) |
| 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

- [At (Last Performance)](<https://www.sota2.com/research/sota/object-detection-on-msvqa-low-altitude-t-5-test.md?metric=At%20(Last%20Performance)>): Higher is better; unit: SCALAR.

- [A-bar (Average Performance)](<https://www.sota2.com/research/sota/object-detection-on-msvqa-low-altitude-t-5-test.md?metric=A-bar%20(Average%20Performance)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | At (Last Performance) | Result date | Report paper |
| --- | --- | --- | --- |
| Joint | 34.33 | Not recorded | 69253816d6b0dd334292f46e |
| UNIFIER | 33.16 | Not recorded | 69253816d6b0dd334292f46e |
| QUAD | 31.17 | Not recorded | 69253816d6b0dd334292f46e |
| PODNet | 30.95 | Not recorded | 69253816d6b0dd334292f46e |
| VQACL | 24.65 | Not recorded | 69253816d6b0dd334292f46e |
| EWC | 23.34 | Not recorded | 69253816d6b0dd334292f46e |
| ER | 22.91 | Not recorded | 69253816d6b0dd334292f46e |
| Tailor | 20.99 | Not recorded | 69253816d6b0dd334292f46e |
| Finetune | 18.01 | Not recorded | 69253816d6b0dd334292f46e |
| Zero-shot | 14.67 | Not recorded | 69253816d6b0dd334292f46e |

### Joint

At (Last Performance): 34.33. Result ID: 69b7cde747f34ce9249fd19b.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

Recorded evaluation configuration: {"Mem.":"✘","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

### UNIFIER

At (Last Performance): 33.16. Result ID: 69b7cde747f34ce9249fd1a3.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

Recorded evaluation configuration: {"Mem.":"✘","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

### QUAD

At (Last Performance): 31.17. Result ID: 69b7cde747f34ce9249fd1a2.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a6f.md>)

Recorded evaluation configuration: {"Mem.":"Questions","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

### PODNet

At (Last Performance): 30.95. Result ID: 69b7cde747f34ce9249fd1a0.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa686b1e209131cea1bffa.md>)

[Implementation](<https://www.sota2.com/github.com/arthurdouillard/incremental_learning.pytorch>)

Recorded evaluation configuration: {"Mem.":"Questions + Images","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

### VQACL

At (Last Performance): 24.65. Result ID: 69b7cde747f34ce9249fd1a1.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

Recorded evaluation configuration: {"Mem.":"Questions + Images","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

### EWC

At (Last Performance): 23.34. Result ID: 69b7cde747f34ce9249fd19d.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634f1e209131ce9fdfbe.md>)

Recorded evaluation configuration: {"Mem.":"✘","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

### ER

At (Last Performance): 22.91. Result ID: 69b7cde747f34ce9249fd19f.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

Recorded evaluation configuration: {"Mem.":"Questions + Images","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

### Tailor

At (Last Performance): 20.99. Result ID: 69b7cde747f34ce9249fd19e.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa723b1e209131cea55215.md>)

Recorded evaluation configuration: {"Mem.":"✘","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

### Finetune

At (Last Performance): 18.01. Result ID: 69b7cde747f34ce9249fd19c.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

Recorded evaluation configuration: {"Mem.":"✘","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

### Zero-shot

At (Last Performance): 14.67. Result ID: 69b7cde747f34ce9249fd19a.

[Reporting paper](<https://www.sota2.com/research/paper/69253816d6b0dd334292f46e.md>)

Recorded evaluation configuration: {"Mem.":"✘","Number of tasks (T)":"5"}. This record does not assert independent reproduction.

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