# Streaming Perception on ImageNet-VID

Source: [Streaming Perception on ImageNet-VID](<https://www.sota2.com/research/sota/streaming-perception-on-imagenet-vid>)

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

Data updated: 2026-02-26T06:11:18.546Z

Evaluation of Streaming Perception models on the ImageNet-VID dataset, reporting spatio-temporal detection metrics such as sAP.

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 Perception |
| Dataset (including any stated split) | ImageNet-VID |
| Metric | sAP |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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](<https://www.sota2.com/research/sota/streaming-perception-on-imagenet-vid.md?metric=sAP>): Higher is better; unit: SCALAR.

## Recorded results

| Method | sAP | Result date | Report paper |
| --- | --- | --- | --- |
| Chanakya | 0.224 | Not recorded | 68fa71201e209131cea4f512 |
| Streamer | 0.2 | Not recorded | 68fa71201e209131cea4f512 |
| Chanakya | 0.194 | Not recorded | 68fa71201e209131cea4f512 |
| Streamer | 0.188 | Not recorded | 68fa71201e209131cea4f512 |
| Streamer | 0.175 | Not recorded | 68fa71201e209131cea4f512 |

### Chanakya

sAP: 0.224. Result ID: 6991b4e13a6c3148490a0e0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f512.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f512.md>)

[Implementation](<https://github.com/microsoft/chanakya>)

Recorded evaluation configuration: {"Reward function (R)":"R2","Hardware":"Xavier-NX"}. This record does not assert independent reproduction.

### Streamer

sAP: 0.2. Result ID: 6991b4e13a6c3148490a0e0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f512.md>)

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

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

Recorded evaluation configuration: {"Resolution (s)":"640","Number of proposals (np)":"300","Selection Policy":"Static Policy","Hardware":"Xavier-NX"}. This record does not assert independent reproduction.

### Chanakya

sAP: 0.194. Result ID: 6991b4e13a6c3148490a0e0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f512.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f512.md>)

[Implementation](<https://github.com/microsoft/chanakya>)

Recorded evaluation configuration: {"Reward function (R)":"R1","Hardware":"Xavier-NX"}. This record does not assert independent reproduction.

### Streamer

sAP: 0.188. Result ID: 6991b4e13a6c3148490a0e0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f512.md>)

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

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

Recorded evaluation configuration: {"Resolution (s)":"560","Number of proposals (np)":"500","Selection Policy":"Static Policy","Hardware":"Xavier-NX"}. This record does not assert independent reproduction.

### Streamer

sAP: 0.175. Result ID: 6991b4e13a6c3148490a0e0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f512.md>)

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

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

Recorded evaluation configuration: {"Selection Policy":"Random Selection","Hardware":"Xavier-NX"}. This record does not assert independent reproduction.

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