# Multiple Object Tracking on Refer-Animal

Source: [Multiple Object Tracking on Refer-Animal](<https://www.sota2.com/research/sota/multiple-object-tracking-on-refer-animal>)

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

Data updated: 2026-02-26T05:46:12.186Z

Evaluation of Multiple Object Tracking performance on the Refer-Animal dataset, typically reporting metrics like HOTA, MOTA, and IDF1.

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 | Multiple Object Tracking |
| Dataset (including any stated split) | Refer-Animal |
| Metric | HOTA |
| Unit | PERCENT |
| 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

- [HOTA](<https://www.sota2.com/research/sota/multiple-object-tracking-on-refer-animal.md?metric=HOTA>): Higher is better; unit: PERCENT.

- [MOTA](<https://www.sota2.com/research/sota/multiple-object-tracking-on-refer-animal.md?metric=MOTA>): Higher is better; unit: PERCENT.

- [IDF1](<https://www.sota2.com/research/sota/multiple-object-tracking-on-refer-animal.md?metric=IDF1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | HOTA | Result date | Report paper |
| --- | --- | --- | --- |
| MAC-SORT | 57.86 | Not recorded | 68fa74ad1e209131cea63203 |
| MAC-SORT | 57.29 | Not recorded | 68fa74ad1e209131cea63203 |
| Deep-OCSORT | 57.24 | Not recorded | 68fa74ad1e209131cea63203 |
| OC-SORT | 56.93 | Not recorded | 68fa74ad1e209131cea63203 |
| MOTRv2 | 52.07 | Not recorded | 68fa74ad1e209131cea63203 |
| QDTrack | 47 | Not recorded | 68fa74ad1e209131cea63203 |
| TransTrack | 45.4 | Not recorded | 68fa74ad1e209131cea63203 |
| SORT | 42.8 | Not recorded | 68fa74ad1e209131cea63203 |
| ByteTrack | 40.1 | Not recorded | 68fa74ad1e209131cea63203 |
| DeepSORT | 32.8 | Not recorded | 68fa74ad1e209131cea63203 |

### MAC-SORT

HOTA: 57.86. Result ID: 699364c13a6c314849159b9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Implementation](<https://fsoft-aic.github.io/TP-GMOT>)

Recorded evaluation configuration: {"Detectors":"YOLOX","Category Agnostic":false}. This record does not assert independent reproduction.

### MAC-SORT

HOTA: 57.29. Result ID: 699364c13a6c314849159b9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Implementation](<https://fsoft-aic.github.io/TP-GMOT>)

Recorded evaluation configuration: {"Detectors":"TP-OD","Category Agnostic":true}. This record does not assert independent reproduction.

### Deep-OCSORT

HOTA: 57.24. Result ID: 699364c13a6c314849159b9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Implementation](<https://fsoft-aic.github.io/TP-GMOT>)

Recorded evaluation configuration: {"Detectors":"YOLOX","Category Agnostic":false}. This record does not assert independent reproduction.

### OC-SORT

HOTA: 56.93. Result ID: 699364c13a6c314849159b9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Implementation](<https://fsoft-aic.github.io/TP-GMOT>)

Recorded evaluation configuration: {"Detectors":"YOLOX","Category Agnostic":false}. This record does not assert independent reproduction.

### MOTRv2

HOTA: 52.07. Result ID: 699364c13a6c314849159b9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Implementation](<https://fsoft-aic.github.io/TP-GMOT>)

Recorded evaluation configuration: {"Detectors":"YOLOX","Category Agnostic":false}. This record does not assert independent reproduction.

### QDTrack

HOTA: 47. Result ID: 699364c13a6c314849159b9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c891.md>)

Recorded evaluation configuration: {"Detectors":"YOLOX","Category Agnostic":false}. This record does not assert independent reproduction.

### TransTrack

HOTA: 45.4. Result ID: 699364c13a6c314849159b99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e91e209131cea24d37.md>)

[Implementation](<https://github.com/PeizeSun/TransTrack>)

Recorded evaluation configuration: {"Detectors":"YOLOX","Category Agnostic":false}. This record does not assert independent reproduction.

### SORT

HOTA: 42.8. Result ID: 699364c13a6c314849159b96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Implementation](<https://fsoft-aic.github.io/TP-GMOT>)

Recorded evaluation configuration: {"Detectors":"FRCNN","Category Agnostic":false}. This record does not assert independent reproduction.

### ByteTrack

HOTA: 40.1. Result ID: 699364c13a6c314849159b98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Implementation](<https://fsoft-aic.github.io/TP-GMOT>)

Recorded evaluation configuration: {"Detectors":"YOLOX","Category Agnostic":false}. This record does not assert independent reproduction.

### DeepSORT

HOTA: 32.8. Result ID: 699364c13a6c314849159b97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ad1e209131cea63203.md>)

[Implementation](<https://fsoft-aic.github.io/TP-GMOT>)

Recorded evaluation configuration: {"Detectors":"FRCNN","Category Agnostic":false}. This record does not assert independent reproduction.

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