# Visual Object Tracking on LaSOText 1.0 (test)

Source: [Visual Object Tracking on LaSOText 1.0 (test)](<https://www.sota2.com/research/sota/visual-object-tracking-on-lasotext-1-0-test>)

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

Data updated: 2026-02-26T05:24:45.971Z

Evaluation of Visual Object Tracking performance on the test split of the LaSOText 1.0 dataset, measured using AUC, Pnorm, and P metrics.

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 | Visual Object Tracking |
| Dataset (including any stated split) | LaSOText 1.0 (test) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [AUC](<https://www.sota2.com/research/sota/visual-object-tracking-on-lasotext-1-0-test.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Pnorm](<https://www.sota2.com/research/sota/visual-object-tracking-on-lasotext-1-0-test.md?metric=Pnorm>): Higher is better; unit: PERCENT.

- [P](<https://www.sota2.com/research/sota/visual-object-tracking-on-lasotext-1-0-test.md?metric=P>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| SAMURAI-L | 61 | Not recorded | 68fa76021e209131cea6ae49 |
| SAMURAI-S | 58 | Not recorded | 68fa76021e209131cea6ae49 |
| SAMURAI-B | 57.5 | Not recorded | 68fa76021e209131cea6ae49 |
| SAMURAI-T | 55.1 | Not recorded | 68fa76021e209131cea6ae49 |
| ODTrack-L | 53.9 | Not recorded | 68fa76021e209131cea6ae49 |
| EVPTrack-B | 53.7 | Not recorded | 68fa76021e209131cea6ae49 |
| HIPTrack-B | 53 | Not recorded | 68fa76021e209131cea6ae49 |
| LORAT-L | 52.8 | Not recorded | 68fa76021e209131cea6ae49 |
| AQATrack-L | 52.7 | Not recorded | 68fa76021e209131cea6ae49 |
| ODTrack-B | 52.4 | Not recorded | 68fa76021e209131cea6ae49 |
| AQATrack-B | 51.2 | Not recorded | 68fa76021e209131cea6ae49 |
| OSTrack | 50.5 | Not recorded | 68fa76021e209131cea6ae49 |
| SeqTrack-B | 50.5 | Not recorded | 68fa76021e209131cea6ae49 |
| LORAT-B | 50.3 | Not recorded | 68fa76021e209131cea6ae49 |
| ARTrack-B | 48.4 | Not recorded | 68fa76021e209131cea6ae49 |
| ROMTrack-B | 47.2 | Not recorded | 68fa76021e209131cea6ae49 |
| SiamRPN++ | 34 | Not recorded | 68fa76021e209131cea6ae49 |

### SAMURAI-L

AUC: 61. Result ID: 69940a223a6c3148491a9c00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Implementation](<https://github.com/yangchris11/samurai>)

Recorded evaluation configuration: {"Backbone":"Large","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SAMURAI-S

AUC: 58. Result ID: 69940a223a6c3148491a9bfe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Implementation](<https://github.com/yangchris11/samurai>)

Recorded evaluation configuration: {"Backbone":"Small","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SAMURAI-B

AUC: 57.5. Result ID: 69940a223a6c3148491a9bff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Implementation](<https://github.com/yangchris11/samurai>)

Recorded evaluation configuration: {"Backbone":"Base","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SAMURAI-T

AUC: 55.1. Result ID: 69940a223a6c3148491a9bfd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Implementation](<https://github.com/yangchris11/samurai>)

Recorded evaluation configuration: {"Backbone":"Tiny","Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### ODTrack-L

AUC: 53.9. Result ID: 69940a223a6c3148491a9bf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c6b.md>)

[Implementation](<https://github.com/GXNU-ZhongLab/ODTrack>)

Recorded evaluation configuration: {"Backbone":"Large","Search Region":"384","Protocol":"Supervised"}. This record does not assert independent reproduction.

### EVPTrack-B

AUC: 53.7. Result ID: 69940a223a6c3148491a9bf5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b41e209131cea52a15.md>)

Recorded evaluation configuration: {"Backbone":"Base","Search Region":"384","Protocol":"Supervised"}. This record does not assert independent reproduction.

### HIPTrack-B

AUC: 53. Result ID: 69940a223a6c3148491a9bf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c01e209131cea5864d.md>)

[Implementation](<https://github.com/WenRuiCai/HIPTrack>)

Recorded evaluation configuration: {"Backbone":"Base","Search Region":"384","Protocol":"Supervised"}. This record does not assert independent reproduction.

### LORAT-L

AUC: 52.8. Result ID: 69940a223a6c3148491a9bfc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74411e209131cea608c6.md>)

Recorded evaluation configuration: {"Backbone":"Large","Search Region":"224","Protocol":"Supervised"}. This record does not assert independent reproduction.

### AQATrack-L

AUC: 52.7. Result ID: 69940a223a6c3148491a9bfa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72951e209131cea5750a.md>)

Recorded evaluation configuration: {"Backbone":"Large","Search Region":"384","Protocol":"Supervised"}. This record does not assert independent reproduction.

### ODTrack-B

AUC: 52.4. Result ID: 69940a223a6c3148491a9bf6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c6b.md>)

[Implementation](<https://github.com/GXNU-ZhongLab/ODTrack>)

Recorded evaluation configuration: {"Backbone":"Base","Search Region":"384","Protocol":"Supervised"}. This record does not assert independent reproduction.

### AQATrack-B

AUC: 51.2. Result ID: 69940a223a6c3148491a9bf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72951e209131cea5750a.md>)

Recorded evaluation configuration: {"Backbone":"Base","Search Region":"256","Protocol":"Supervised"}. This record does not assert independent reproduction.

### OSTrack

AUC: 50.5. Result ID: 69940a223a6c3148491a9bf1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3ed85.md>)

[Implementation](<https://github.com/botaoye/OSTrack>)

Recorded evaluation configuration: {"Search Region":"384","Protocol":"Supervised"}. This record does not assert independent reproduction.

### SeqTrack-B

AUC: 50.5. Result ID: 69940a223a6c3148491a9bf3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

Recorded evaluation configuration: {"Backbone":"Base","Search Region":"384","Protocol":"Supervised"}. This record does not assert independent reproduction.

### LORAT-B

AUC: 50.3. Result ID: 69940a223a6c3148491a9bfb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74411e209131cea608c6.md>)

Recorded evaluation configuration: {"Backbone":"Base","Search Region":"224","Protocol":"Supervised"}. This record does not assert independent reproduction.

### ARTrack-B

AUC: 48.4. Result ID: 69940a223a6c3148491a9bf2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

Recorded evaluation configuration: {"Backbone":"Base","Search Region":"256","Protocol":"Supervised"}. This record does not assert independent reproduction.

### ROMTrack-B

AUC: 47.2. Result ID: 69940a223a6c3148491a9bf4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a382.md>)

Recorded evaluation configuration: {"Backbone":"Base","Search Region":"256","Protocol":"Supervised"}. This record does not assert independent reproduction.

### SiamRPN++

AUC: 34. Result ID: 69940a223a6c3148491a9bf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76021e209131cea6ae49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa653a1e209131cea092a1.md>)

[Implementation](<https://lb1100.github.io/SiamRPN++>)

Recorded evaluation configuration: {"Protocol":"Supervised"}. This record does not assert independent reproduction.

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