# Monocular 3D Object Tracking on KITTI Tracking

Source: [Monocular 3D Object Tracking on KITTI Tracking](<https://www.sota2.com/research/sota/monocular-3d-object-tracking-on-kitti-tracking>)

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

Data updated: 2026-03-20T08:43:18.917Z

Evaluation of monocular 3D object tracking performance using the KITTI Tracking dataset, reporting standard tracking metrics like MOTA, MOTP, 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 | Monocular 3D Object Tracking |
| Dataset (including any stated split) | KITTI Tracking |
| Metric | MOTA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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/monocular-3d-object-tracking-on-kitti-tracking.md?metric=MOTA>): Higher is better; unit: PERCENT.

- [MOTP](<https://www.sota2.com/research/sota/monocular-3d-object-tracking-on-kitti-tracking.md?metric=MOTP>): Higher is better; unit: PERCENT.

- [IDF1](<https://www.sota2.com/research/sota/monocular-3d-object-tracking-on-kitti-tracking.md?metric=IDF1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MOTA | Result date | Report paper |
| --- | --- | --- | --- |
| CenterTrack | 44.32 | Not recorded | 69bcd4680636e5bf4afc2867 |
| DEFT | 44.02 | Not recorded | 69bcd4680636e5bf4afc2867 |
| CenterTrack | 35.63 | Not recorded | 69bcd4680636e5bf4afc2867 |
| DEFT | 32.7 | Not recorded | 69bcd4680636e5bf4afc2867 |
| CenterTrack | 29.71 | Not recorded | 69bcd4680636e5bf4afc2867 |
| DEFT | 28.33 | Not recorded | 69bcd4680636e5bf4afc2867 |
| CenterTrack | 27.42 | Not recorded | 69bcd4680636e5bf4afc2867 |
| CenterTrack | 26.31 | Not recorded | 69bcd4680636e5bf4afc2867 |
| DEFT | 24.57 | Not recorded | 69bcd4680636e5bf4afc2867 |
| DEFT | 23.94 | Not recorded | 69bcd4680636e5bf4afc2867 |
| DEFT | 22.81 | Not recorded | 69bcd4680636e5bf4afc2867 |
| CenterTrack | 21.83 | Not recorded | 69bcd4680636e5bf4afc2867 |
| DEFT | 20.1 | Not recorded | 69bcd4680636e5bf4afc2867 |
| CenterTrack | 19.05 | Not recorded | 69bcd4680636e5bf4afc2867 |
| CenterTrack | 14.21 | Not recorded | 69bcd4680636e5bf4afc2867 |
| DEFT | 13.6 | Not recorded | 69bcd4680636e5bf4afc2867 |

### CenterTrack

MOTA: 44.32. Result ID: 69bd086c47f34ce924a71d1d.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"CenterTrack \[44\]","Labeling Regime":"Oracle"}. This record does not assert independent reproduction.

### DEFT

MOTA: 44.02. Result ID: 69bd086c47f34ce924a71d25.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"DEFT \[6\]","Labeling Regime":"Oracle"}. This record does not assert independent reproduction.

### CenterTrack

MOTA: 35.63. Result ID: 69bd086c47f34ce924a71d1c.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"CenterTrack \[44\]","2D Tracker":"SAM2 \[26\]","3D Detector":"Ours"}. This record does not assert independent reproduction.

### DEFT

MOTA: 32.7. Result ID: 69bd086c47f34ce924a71d24.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"DEFT \[6\]","2D Tracker":"SAM2 \[26\]","3D Detector":"Ours"}. This record does not assert independent reproduction.

### CenterTrack

MOTA: 29.71. Result ID: 69bd086c47f34ce924a71d19.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"CenterTrack \[44\]","2D Tracker":"Ours","3D Detector":"Ours"}. This record does not assert independent reproduction.

### DEFT

MOTA: 28.33. Result ID: 69bd086c47f34ce924a71d21.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"DEFT \[6\]","2D Tracker":"Ours","3D Detector":"Ours"}. This record does not assert independent reproduction.

### CenterTrack

MOTA: 27.42. Result ID: 69bd086c47f34ce924a71d1b.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"CenterTrack \[44\]","2D Tracker":"SAM2 \[26\]","3D Detector":"CenterNet \[45\]"}. This record does not assert independent reproduction.

### CenterTrack

MOTA: 26.31. Result ID: 69bd086c47f34ce924a71d1a.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"CenterTrack \[44\]","2D Tracker":"SAM2 \[26\]","3D Detector":"FCOS3D \[32\]"}. This record does not assert independent reproduction.

### DEFT

MOTA: 24.57. Result ID: 69bd086c47f34ce924a71d23.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"DEFT \[6\]","2D Tracker":"SAM2 \[26\]","3D Detector":"CenterNet \[45\]"}. This record does not assert independent reproduction.

### DEFT

MOTA: 23.94. Result ID: 69bd086c47f34ce924a71d22.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"DEFT \[6\]","2D Tracker":"SAM2 \[26\]","3D Detector":"FCOS3D \[32\]"}. This record does not assert independent reproduction.

### DEFT

MOTA: 22.81. Result ID: 69bd086c47f34ce924a71d20.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"DEFT \[6\]","2D Tracker":"SPOT \[43\]","3D Detector":"CenterNet \[45\]"}. This record does not assert independent reproduction.

### CenterTrack

MOTA: 21.83. Result ID: 69bd086c47f34ce924a71d18.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"CenterTrack \[44\]","2D Tracker":"SPOT \[43\]","3D Detector":"CenterNet \[45\]"}. This record does not assert independent reproduction.

### DEFT

MOTA: 20.1. Result ID: 69bd086c47f34ce924a71d1f.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"DEFT \[6\]","2D Tracker":"SPOT \[43\]","3D Detector":"FCOS3D \[32\]"}. This record does not assert independent reproduction.

### CenterTrack

MOTA: 19.05. Result ID: 69bd086c47f34ce924a71d17.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"CenterTrack \[44\]","2D Tracker":"SPOT \[43\]","3D Detector":"FCOS3D \[32\]"}. This record does not assert independent reproduction.

### CenterTrack

MOTA: 14.21. Result ID: 69bd086c47f34ce924a71d16.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"CenterTrack \[44\]","Labeling Regime":"Sparse"}. This record does not assert independent reproduction.

### DEFT

MOTA: 13.6. Result ID: 69bd086c47f34ce924a71d1e.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4680636e5bf4afc2867.md>)

Recorded evaluation configuration: {"Base Model":"DEFT \[6\]","Labeling Regime":"Sparse"}. This record does not assert independent reproduction.

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