# Fingerspelling Detection on ChicagoFSWild (test)

Source: [Fingerspelling Detection on ChicagoFSWild (test)](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test>)

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

Data updated: 2026-02-26T05:23:21.628Z

Evaluation of Fingerspelling Detection performance on the test split of the ChicagoFSWild dataset, measured using Average Precision (AP) across various IoU thresholds and Mean Segment Area (MSA).

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 | Fingerspelling Detection |
| Dataset (including any stated split) | ChicagoFSWild (test) |
| Metric | AP@0.1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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@0.1](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=AP%400.1>): Higher is better; unit: PERCENT.

- [AP@0.3](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=AP%400.3>): Higher is better; unit: PERCENT.

- [AP@0.5](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=AP%400.5>): Higher is better; unit: PERCENT.

- [AP@0.0](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=AP%400.0>): Higher is better; unit: PERCENT.

- [AP@0.2](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=AP%400.2>): Higher is better; unit: PERCENT.

- [AP@0.4](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=AP%400.4>): Higher is better; unit: PERCENT.

- [MSA (Mean Segment Area)](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=MSA%20(Mean%20Segment%20Area)>): Higher is better; unit: PERCENT.

- [AP@Acc=0.0](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=AP%40Acc%3D0.0>): Higher is better; unit: PERCENT.

- [AP@Acc=0.2](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=AP%40Acc%3D0.2>): Higher is better; unit: PERCENT.

- [AP@Acc=0.4](<https://www.sota2.com/research/sota/fingerspelling-detection-on-chicagofswild-test.md?metric=AP%40Acc%3D0.4>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP@0.1 | Result date | Report paper |
| --- | --- | --- | --- |
| GT | 100 | Not recorded | 68fa69b41e209131cea239aa |
| GT | 100 | Not recorded | 68fa69b41e209131cea239aa |
| multi-task model | 49.5 | Not recorded | 68fa69b41e209131cea239aa |
| multi-task model | 49.5 | Not recorded | 68fa69b41e209131cea239aa |
| Base 3 | 44.7 | Not recorded | 68fa69b41e209131cea239aa |
| Base 3 | 44.7 | Not recorded | 68fa69b41e209131cea239aa |
| BMN | 44.2 | Not recorded | 68fa69b41e209131cea239aa |
| BMN | 44.2 | Not recorded | 68fa69b41e209131cea239aa |
| BMN | 44.2 | Not recorded | 68fa69b41e209131cea239aa |
| Base 2 | 31 | Not recorded | 68fa69b41e209131cea239aa |
| Base 2 | 31 | Not recorded | 68fa69b41e209131cea239aa |
| MS-TCN | 28.2 | Not recorded | 68fa69b41e209131cea239aa |
| Base 1 | 12.1 | Not recorded | 68fa69b41e209131cea239aa |
| Base 1 | 12.1 | Not recorded | 68fa69b41e209131cea239aa |

### GT

AP@0.1: 100. Result ID: 698dda8dffc3901de09919ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

Recorded evaluation configuration: {"source":"ground-truth fingerspelling segments"}. This record does not assert independent reproduction.

### GT

AP@0.1: 100. Result ID: 698dda8dffc3901de09919bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

Recorded evaluation configuration: {"segment source":"ground-truth"}. This record does not assert independent reproduction.

### multi-task model

AP@0.1: 49.5. Result ID: 698dda8dffc3901de09919aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

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

### multi-task model

AP@0.1: 49.5. Result ID: 698dda8dffc3901de09919be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

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

### Base 3

AP@0.1: 44.7. Result ID: 698dda8dffc3901de09919a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639b1e209131ce9ff952.md>)

[Implementation](<http://ai.bu.edu/r-c3d/>)

Recorded evaluation configuration: {"type":"region-based model"}. This record does not assert independent reproduction.

### Base 3

AP@0.1: 44.7. Result ID: 698dda8dffc3901de09919bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639b1e209131ce9ff952.md>)

[Implementation](<http://ai.bu.edu/r-c3d/>)

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

### BMN

AP@0.1: 44.2. Result ID: 698dda8dffc3901de09919a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df89.md>)

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

### BMN

AP@0.1: 44.2. Result ID: 698dda8dffc3901de09919a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df89.md>)

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

### BMN

AP@0.1: 44.2. Result ID: 698dda8dffc3901de09919bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df89.md>)

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

### Base 2

AP@0.1: 31. Result ID: 698dda8dffc3901de09919a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

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

### Base 2

AP@0.1: 31. Result ID: 698dda8dffc3901de09919bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

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

### MS-TCN

AP@0.1: 28.2. Result ID: 698dda8dffc3901de09919a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684d1e209131cea1b430.md>)

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

### Base 1

AP@0.1: 12.1. Result ID: 698dda8dffc3901de09919a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

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

### Base 1

AP@0.1: 12.1. Result ID: 698dda8dffc3901de09919ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea239aa.md>)

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.
