# Multi-Object Tracking on FishTrack 23 1.0 (test)

Source: [Multi-Object Tracking on FishTrack 23 1.0 (test)](<https://www.sota2.com/research/sota/multi-object-tracking-on-fishtrack-23-1-0-test>)

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

Data updated: 2026-02-26T05:46:12.361Z

Evaluation of Multi-Object Tracking performance on the test split of the FishTrack 23 1.0 dataset, typically measured using HOTA, MOTA, IDF1, DetA, and AssA.

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 | Multi-Object Tracking |
| Dataset (including any stated split) | FishTrack 23 1.0 (test) |
| Metric | HOTA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/multi-object-tracking-on-fishtrack-23-1-0-test.md?metric=HOTA>): Higher is better; unit: PERCENT.

- [MOTA](<https://www.sota2.com/research/sota/multi-object-tracking-on-fishtrack-23-1-0-test.md?metric=MOTA>): Higher is better; unit: PERCENT.

- [DetA](<https://www.sota2.com/research/sota/multi-object-tracking-on-fishtrack-23-1-0-test.md?metric=DetA>): Higher is better; unit: PERCENT.

- [AssA](<https://www.sota2.com/research/sota/multi-object-tracking-on-fishtrack-23-1-0-test.md?metric=AssA>): Higher is better; unit: PERCENT.

- [IDF1](<https://www.sota2.com/research/sota/multi-object-tracking-on-fishtrack-23-1-0-test.md?metric=IDF1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | HOTA | Result date | Report paper |
| --- | --- | --- | --- |
| AquaFeat+ | 55.206 | Not recorded | 69687480e25ad2fa9d1ec500 |
| AquaFeat | 54.715 | Not recorded | 69687480e25ad2fa9d1ec500 |
| AquaFeat+ | 54.197 | Not recorded | 69687480e25ad2fa9d1ec500 |
| YOLOv8m | 52.75 | Not recorded | 69687480e25ad2fa9d1ec500 |
| AquaFeat | 52.143 | Not recorded | 69687480e25ad2fa9d1ec500 |
| YOLOv10s | 49.153 | Not recorded | 69687480e25ad2fa9d1ec500 |
| FeatEnHancer | 49.132 | Not recorded | 69687480e25ad2fa9d1ec500 |
| FeatEnHancer | 47.475 | Not recorded | 69687480e25ad2fa9d1ec500 |

### AquaFeat+

HOTA: 55.206. Result ID: 6997bdcd5698665ec4147310.

[Reporting paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

Recorded evaluation configuration: {"Enhancement Module":"AquaFeat+","Base Detector":"YOLOv10s","Tracker":"ByteTrack"}. This record does not assert independent reproduction.

### AquaFeat

HOTA: 54.715. Result ID: 6997bdcd5698665ec414730d.

[Reporting paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa81e209131cea84702.md>)

Recorded evaluation configuration: {"Enhancement Module":"AquaFeat","Base Detector":"YOLOv8m","Tracker":"ByteTrack"}. This record does not assert independent reproduction.

### AquaFeat+

HOTA: 54.197. Result ID: 6997bdcd5698665ec414730f.

[Reporting paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

Recorded evaluation configuration: {"Enhancement Module":"AquaFeat+","Base Detector":"YOLOv8m","Tracker":"ByteTrack"}. This record does not assert independent reproduction.

### YOLOv8m

HOTA: 52.75. Result ID: 6997bdcd5698665ec4147309.

[Reporting paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

Recorded evaluation configuration: {"Base Detector":"YOLOv8m","Tracker":"ByteTrack"}. This record does not assert independent reproduction.

### AquaFeat

HOTA: 52.143. Result ID: 6997bdcd5698665ec414730e.

[Reporting paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa81e209131cea84702.md>)

Recorded evaluation configuration: {"Enhancement Module":"AquaFeat","Base Detector":"YOLOv10s","Tracker":"ByteTrack"}. This record does not assert independent reproduction.

### YOLOv10s

HOTA: 49.153. Result ID: 6997bdcd5698665ec414730a.

[Reporting paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

Recorded evaluation configuration: {"Base Detector":"YOLOv10s","Tracker":"ByteTrack"}. This record does not assert independent reproduction.

### FeatEnHancer

HOTA: 49.132. Result ID: 6997bdcd5698665ec414730c.

[Reporting paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70451e209131cea4a118.md>)

Recorded evaluation configuration: {"Enhancement Module":"FeatEnHancer","Base Detector":"YOLOv10s","Tracker":"ByteTrack"}. This record does not assert independent reproduction.

### FeatEnHancer

HOTA: 47.475. Result ID: 6997bdcd5698665ec414730b.

[Reporting paper](<https://www.sota2.com/research/paper/69687480e25ad2fa9d1ec500.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70451e209131cea4a118.md>)

Recorded evaluation configuration: {"Enhancement Module":"FeatEnHancer","Base Detector":"YOLOv8m","Tracker":"ByteTrack"}. This record does not assert independent reproduction.

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