# Real-time Visual Perception on OVO-Bench Reactive QA 1.0 (test)

Source: [Real-time Visual Perception on OVO-Bench Reactive QA 1.0 (test)](<https://www.sota2.com/research/sota/real-time-visual-perception-on-ovo-bench-reactive-qa-1-0-test>)

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

Data updated: 2026-02-26T05:54:03.285Z

Evaluation of model performance on the test split of OVO-Bench Reactive QA version 1.0, focusing on real-time visual perception capabilities, measured by metrics including OCR, ACR, ATR, STU, FPD, and OJR.

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 | Real-time Visual Perception |
| Dataset (including any stated split) | OVO-Bench Reactive QA 1.0 (test) |
| Metric | OCR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [OCR](<https://www.sota2.com/research/sota/real-time-visual-perception-on-ovo-bench-reactive-qa-1-0-test.md?metric=OCR>): Higher is better; unit: PERCENT.

- [ACR](<https://www.sota2.com/research/sota/real-time-visual-perception-on-ovo-bench-reactive-qa-1-0-test.md?metric=ACR>): Higher is better; unit: PERCENT.

- [ATR](<https://www.sota2.com/research/sota/real-time-visual-perception-on-ovo-bench-reactive-qa-1-0-test.md?metric=ATR>): Higher is better; unit: PERCENT.

- [STU](<https://www.sota2.com/research/sota/real-time-visual-perception-on-ovo-bench-reactive-qa-1-0-test.md?metric=STU>): Higher is better; unit: PERCENT.

- [FPD](<https://www.sota2.com/research/sota/real-time-visual-perception-on-ovo-bench-reactive-qa-1-0-test.md?metric=FPD>): Higher is better; unit: PERCENT.

- [OJR](<https://www.sota2.com/research/sota/real-time-visual-perception-on-ovo-bench-reactive-qa-1-0-test.md?metric=OJR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | OCR | Result date | Report paper |
| --- | --- | --- | --- |
| ROMA | 65.1 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 64.43 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 63.09 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 63.09 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 61.47 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 61.07 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| Dispider | 57.72 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| Flash-VStream-7B | 24.16 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| MMDuet | 13.42 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| VideoLLM-online | 8.05 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |

### ROMA

OCR: 65.1. Result ID: 6997b92e5698665ec40fa871.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"Positive loss weight (wpos)":4}. This record does not assert independent reproduction.

### ROMA

OCR: 64.43. Result ID: 6997b92e5698665ec40fa870.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"Positive loss weight (wpos)":2}. This record does not assert independent reproduction.

### ROMA

OCR: 63.09. Result ID: 6997b92e5698665ec40fa86c.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ROMA

OCR: 63.09. Result ID: 6997b92e5698665ec40fa86d.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"Training strategy":"Mixed Training"}. This record does not assert independent reproduction.

### ROMA

OCR: 61.47. Result ID: 6997b92e5698665ec40fa86f.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"Aggregation layers (K)":1}. This record does not assert independent reproduction.

### ROMA

OCR: 61.07. Result ID: 6997b92e5698665ec40fa86e.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"Architecture configuration (Speak Head)":"Without Speak Head"}. This record does not assert independent reproduction.

### Dispider

OCR: 57.72. Result ID: 6997b92e5698665ec40fa86a.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767f1e209131cea6d744.md>)

[Implementation](<https://github.com/Mark12Ding/Dispider>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Flash-VStream-7B

OCR: 24.16. Result ID: 6997b92e5698665ec40fa86b.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ea1e209131cea5ede6.md>)

[Implementation](<https://invinciblwyq.github.io/vstream-page>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MMDuet

OCR: 13.42. Result ID: 6997b92e5698665ec40fa869.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e81e209131cea6a921.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VideoLLM-online

OCR: 8.05. Result ID: 6997b92e5698665ec40fa868.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a71e209131cea5db14.md>)

[Implementation](<https://www.sota2.com/showlab.github.io/videollm-online>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.