# Generic Multiple Object Tracking on Refer-GMOT40

Source: [Generic Multiple Object Tracking on Refer-GMOT40](<https://www.sota2.com/research/sota/generic-multiple-object-tracking-on-refer-gmot40>)

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

Data updated: 2026-02-26T05:50:07.057Z

Evaluation of Generic Multiple Object Tracking performance on the Refer-GMOT40 dataset, reporting metrics such as MOTA, IDF1, and HOTA.

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 | Generic Multiple Object Tracking |
| Dataset (including any stated split) | Refer-GMOT40 |
| Metric | MOTA |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 26 of 26 |
| 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

- [MOTA](<https://www.sota2.com/research/sota/generic-multiple-object-tracking-on-refer-gmot40.md?metric=MOTA>): Higher is better; unit: SCALAR.

- [HOTA](<https://www.sota2.com/research/sota/generic-multiple-object-tracking-on-refer-gmot40.md?metric=HOTA>): Higher is better; unit: SCALAR.

- [IDF1](<https://www.sota2.com/research/sota/generic-multiple-object-tracking-on-refer-gmot40.md?metric=IDF1>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MOTA | Result date | Report paper |
| --- | --- | --- | --- |
| SORT | 66.72 | Not recorded | 68fa74ad1e209131cea63203 |
| Deep-OCSORT | 65.53 | Not recorded | 68fa74ad1e209131cea63203 |
| Deep-OCSORT | 65.08 | Not recorded | 68fa74ad1e209131cea63203 |
| SORT | 64.82 | Not recorded | 68fa74ad1e209131cea63203 |
| ByteTrack | 64.79 | Not recorded | 68fa74ad1e209131cea63203 |
| OC-SORT | 63.69 | Not recorded | 68fa74ad1e209131cea63203 |
| OC-SORT | 62.94 | Not recorded | 68fa74ad1e209131cea63203 |
| ByteTrack | 62.89 | Not recorded | 68fa74ad1e209131cea63203 |
| DeepSORT | 60.21 | Not recorded | 68fa74ad1e209131cea63203 |
| DeepSORT | 57.22 | Not recorded | 68fa74ad1e209131cea63203 |
| OC-SORT | 52.51 | Not recorded | 68fa74ad1e209131cea63203 |
| Deep-OCSORT | 52.28 | Not recorded | 68fa74ad1e209131cea63203 |
| SORT | 51.61 | Not recorded | 68fa74ad1e209131cea63203 |
| ByteTrack | 50.93 | Not recorded | 68fa74ad1e209131cea63203 |
| Siamese-DETR | 50 | Not recorded | 68fa74ad1e209131cea63203 |
| DeepSORT | 44.84 | Not recorded | 68fa74ad1e209131cea63203 |
| OVTrack | 27.78 | Not recorded | 68fa74ad1e209131cea63203 |
| Deep-OCSORT | 21.1 | Not recorded | 68fa74ad1e209131cea63203 |
| SORT | 20.83 | Not recorded | 68fa74ad1e209131cea63203 |
| ByteTrack | 20.29 | Not recorded | 68fa74ad1e209131cea63203 |
| OC-SORT | 19.96 | Not recorded | 68fa74ad1e209131cea63203 |
| MOTRv2 | 18.7 | Not recorded | 68fa74ad1e209131cea63203 |
| MOTRv2 | 18.65 | Not recorded | 68fa74ad1e209131cea63203 |
| MOTRv2 | 18.54 | Not recorded | 68fa74ad1e209131cea63203 |
| DeepSORT | 17.96 | Not recorded | 68fa74ad1e209131cea63203 |
| MOTRv2 | 13.87 | Not recorded | 68fa74ad1e209131cea63203 |

### SORT

MOTA: 66.72. Result ID: 699364c13a6c314849159b78.

[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: {"Paradigm":"One Stage","Trackers":"SORT","Detectors":"iGDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### Deep-OCSORT

MOTA: 65.53. Result ID: 699364c13a6c314849159b8c.

[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: {"Paradigm":"Two Stage","Trackers":"Deep-OCSORT","Detectors":"iGDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### Deep-OCSORT

MOTA: 65.08. Result ID: 699364c13a6c314849159b8b.

[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: {"Paradigm":"Two Stage","Trackers":"Deep-OCSORT","Detectors":"GroundingDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### SORT

MOTA: 64.82. Result ID: 699364c13a6c314849159b77.

[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: {"Paradigm":"One Stage","Trackers":"SORT","Detectors":"GroundingDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### ByteTrack

MOTA: 64.79. Result ID: 699364c13a6c314849159b80.

[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: {"Paradigm":"One Stage","Trackers":"ByteTrack","Detectors":"iGDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### OC-SORT

MOTA: 63.69. Result ID: 699364c13a6c314849159b88.

[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: {"Paradigm":"Two Stage","Trackers":"OC-SORT","Detectors":"iGDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### OC-SORT

MOTA: 62.94. Result ID: 699364c13a6c314849159b87.

[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: {"Paradigm":"Two Stage","Trackers":"OC-SORT","Detectors":"GroundingDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### ByteTrack

MOTA: 62.89. Result ID: 699364c13a6c314849159b7f.

[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: {"Paradigm":"One Stage","Trackers":"ByteTrack","Detectors":"GroundingDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### DeepSORT

MOTA: 60.21. Result ID: 699364c13a6c314849159b7c.

[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: {"Paradigm":"One Stage","Trackers":"DeepSORT","Detectors":"iGDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### DeepSORT

MOTA: 57.22. Result ID: 699364c13a6c314849159b7b.

[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: {"Paradigm":"One Stage","Trackers":"DeepSORT","Detectors":"GroundingDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### OC-SORT

MOTA: 52.51. Result ID: 699364c13a6c314849159b86.

[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: {"Paradigm":"Two Stage","Trackers":"OC-SORT","Detectors":"GLIP","Prompt":"TP"}. This record does not assert independent reproduction.

### Deep-OCSORT

MOTA: 52.28. Result ID: 699364c13a6c314849159b8a.

[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: {"Paradigm":"Two Stage","Trackers":"Deep-OCSORT","Detectors":"GLIP","Prompt":"TP"}. This record does not assert independent reproduction.

### SORT

MOTA: 51.61. Result ID: 699364c13a6c314849159b76.

[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: {"Paradigm":"One Stage","Trackers":"SORT","Detectors":"GLIP","Prompt":"TP"}. This record does not assert independent reproduction.

### ByteTrack

MOTA: 50.93. Result ID: 699364c13a6c314849159b7e.

[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: {"Paradigm":"One Stage","Trackers":"ByteTrack","Detectors":"GLIP","Prompt":"TP"}. This record does not assert independent reproduction.

### Siamese-DETR

MOTA: 50. Result ID: 699364c13a6c314849159b73.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa76771e209131cea6d297.md>)

Recorded evaluation configuration: {"Paradigm":"One Stage","Trackers":"Siamese-DETR","Detectors":"Siamese-DETR","Prompt":"VP"}. This record does not assert independent reproduction.

### DeepSORT

MOTA: 44.84. Result ID: 699364c13a6c314849159b7a.

[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: {"Paradigm":"One Stage","Trackers":"DeepSORT","Detectors":"GLIP","Prompt":"TP"}. This record does not assert independent reproduction.

### OVTrack

MOTA: 27.78. Result ID: 699364c13a6c314849159b74.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d37.md>)

Recorded evaluation configuration: {"Paradigm":"One Stage","Trackers":"OVTrack","Detectors":"OVTrack","Prompt":"TP"}. This record does not assert independent reproduction.

### Deep-OCSORT

MOTA: 21.1. Result ID: 699364c13a6c314849159b89.

[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: {"Paradigm":"Two Stage","Trackers":"Deep-OCSORT","Detectors":"GlobalTrack","Prompt":"VP"}. This record does not assert independent reproduction.

### SORT

MOTA: 20.83. Result ID: 699364c13a6c314849159b75.

[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: {"Paradigm":"One Stage","Trackers":"SORT","Detectors":"GlobalTrack","Prompt":"VP"}. This record does not assert independent reproduction.

### ByteTrack

MOTA: 20.29. Result ID: 699364c13a6c314849159b7d.

[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: {"Paradigm":"One Stage","Trackers":"ByteTrack","Detectors":"GlobalTrack","Prompt":"VP"}. This record does not assert independent reproduction.

### OC-SORT

MOTA: 19.96. Result ID: 699364c13a6c314849159b85.

[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: {"Paradigm":"Two Stage","Trackers":"OC-SORT","Detectors":"GlobalTrack","Prompt":"VP"}. This record does not assert independent reproduction.

### MOTRv2

MOTA: 18.7. Result ID: 699364c13a6c314849159b84.

[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: {"Paradigm":"Two Stage","Trackers":"MOTRv2","Detectors":"iGDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### MOTRv2

MOTA: 18.65. Result ID: 699364c13a6c314849159b83.

[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: {"Paradigm":"Two Stage","Trackers":"MOTRv2","Detectors":"GroundingDINO","Prompt":"TP"}. This record does not assert independent reproduction.

### MOTRv2

MOTA: 18.54. Result ID: 699364c13a6c314849159b82.

[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: {"Paradigm":"Two Stage","Trackers":"MOTRv2","Detectors":"GLIP","Prompt":"TP"}. This record does not assert independent reproduction.

### DeepSORT

MOTA: 17.96. Result ID: 699364c13a6c314849159b79.

[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: {"Paradigm":"One Stage","Trackers":"DeepSORT","Detectors":"GlobalTrack","Prompt":"VP"}. This record does not assert independent reproduction.

### MOTRv2

MOTA: 13.87. Result ID: 699364c13a6c314849159b81.

[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: {"Paradigm":"Two Stage","Trackers":"MOTRv2","Detectors":"GlobalTrack","Prompt":"VP"}. This record does not assert independent reproduction.

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