# Streaming 3D Object Detection on KITTI Tracking Car v1 (test)

Source: [Streaming 3D Object Detection on KITTI Tracking Car v1 (test)](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test>)

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

Data updated: 2026-02-26T06:11:18.613Z

Evaluation of Streaming 3D Object Detection performance on the test split of the KITTI Tracking Car v1 dataset, reporting success AP (sAP) metrics for Bird's Eye View (BEV) and 3D space at IoU thresholds of 0.5 and 0.7 across Easy, Moderate, and Hard difficulties.

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 | Streaming 3D Object Detection |
| Dataset (including any stated split) | KITTI Tracking Car v1 (test) |
| Metric | sAP BEV IoU=0.5 Easy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [sAP BEV IoU=0.5 Easy](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%20BEV%20IoU%3D0.5%20Easy>): Higher is better; unit: PERCENT.

- [sAP BEV IoU=0.5 Moderate](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%20BEV%20IoU%3D0.5%20Moderate>): Higher is better; unit: PERCENT.

- [sAP BEV IoU=0.5 Hard](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%20BEV%20IoU%3D0.5%20Hard>): Higher is better; unit: PERCENT.

- [sAP 3D IoU=0.5 Easy](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%203D%20IoU%3D0.5%20Easy>): Higher is better; unit: PERCENT.

- [sAP 3D IoU=0.5 Moderate](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%203D%20IoU%3D0.5%20Moderate>): Higher is better; unit: PERCENT.

- [sAP 3D IoU=0.5 Hard](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%203D%20IoU%3D0.5%20Hard>): Higher is better; unit: PERCENT.

- [sAP BEV IoU=0.7 Easy](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%20BEV%20IoU%3D0.7%20Easy>): Higher is better; unit: PERCENT.

- [sAP BEV IoU=0.7 Moderate](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%20BEV%20IoU%3D0.7%20Moderate>): Higher is better; unit: PERCENT.

- [sAP BEV IoU=0.7 Hard](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%20BEV%20IoU%3D0.7%20Hard>): Higher is better; unit: PERCENT.

- [sAP 3D IoU=0.7 Easy](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%203D%20IoU%3D0.7%20Easy>): Higher is better; unit: PERCENT.

- [sAP 3D IoU=0.7 Moderate](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%203D%20IoU%3D0.7%20Moderate>): Higher is better; unit: PERCENT.

- [sAP 3D IoU=0.7 Hard](<https://www.sota2.com/research/sota/streaming-3d-object-detection-on-kitti-tracking-car-v1-test.md?metric=sAP%203D%20IoU%3D0.7%20Hard>): Higher is better; unit: PERCENT.

## Recorded results

| Method | sAP BEV IoU=0.5 Easy | Result date | Report paper |
| --- | --- | --- | --- |
| StreamDSGN | 93.1 | Not recorded | 68fa753f1e209131cea66c7e |
| StreamYOLO | 92.22 | Not recorded | 68fa753f1e209131cea66c7e |
| Streamer | 70.57 | Not recorded | 68fa753f1e209131cea66c7e |
| Streamer | 14.76 | Not recorded | 68fa753f1e209131cea66c7e |

### StreamDSGN

sAP BEV IoU=0.5 Easy: 93.1. Result ID: 699384df3a6c314849168a44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753f1e209131cea66c7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753f1e209131cea66c7e.md>)

[Implementation](<https://github.com/weiyangdaren/streamDSGN-pytorch>)

Recorded evaluation configuration: {"Base detector":"DSGN++opt","Latency (ms)":"91.45"}. This record does not assert independent reproduction.

### StreamYOLO

sAP BEV IoU=0.5 Easy: 92.22. Result ID: 699384df3a6c314849168a43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753f1e209131cea66c7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea32574.md>)

[Implementation](<https://github.com/yancie-yjr/StreamYOLO>)

Recorded evaluation configuration: {"Base detector":"DSGN++opt","Latency (ms)":"81.32"}. This record does not assert independent reproduction.

### Streamer

sAP BEV IoU=0.5 Easy: 70.57. Result ID: 699384df3a6c314849168a42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753f1e209131cea66c7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68381e209131cea1ae01.md>)

[Implementation](<https://www.cs.cmu.edu/~mengtial/proj/streaming/>)

Recorded evaluation configuration: {"Base detector":"DSGN++opt","Latency (ms)":"80.71"}. This record does not assert independent reproduction.

### Streamer

sAP BEV IoU=0.5 Easy: 14.76. Result ID: 699384df3a6c314849168a41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753f1e209131cea66c7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68381e209131cea1ae01.md>)

[Implementation](<https://www.cs.cmu.edu/~mengtial/proj/streaming/>)

Recorded evaluation configuration: {"Base detector":"DSGN++","Latency (ms)":"263.33"}. This record does not assert independent reproduction.

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