# Traffic Signal Control on Jinan Hard Real-World

Source: [Traffic Signal Control on Jinan Hard Real-World](<https://www.sota2.com/research/sota/traffic-signal-control-on-jinan-hard-real-world>)

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

Data updated: 2026-03-27T14:08:50.972Z

Evaluation of Traffic Signal Control performance using the Jinan Hard Real-World dataset, focusing on metrics like Queue Length, Speed, Trip Completion Rate, Trip Time, and Trip Delay.

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 | Traffic Signal Control |
| Dataset (including any stated split) | Jinan Hard Real-World |
| Metric | Average Queue Length |
| Unit | SCALAR |
| Direction | Lower 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

- [Average Queue Length](<https://www.sota2.com/research/sota/traffic-signal-control-on-jinan-hard-real-world.md?metric=Average%20Queue%20Length>): Lower is better; unit: SCALAR.

- [Average Speed](<https://www.sota2.com/research/sota/traffic-signal-control-on-jinan-hard-real-world.md?metric=Average%20Speed>): Higher is better; unit: SCALAR.

- [Trip Completion Rate](<https://www.sota2.com/research/sota/traffic-signal-control-on-jinan-hard-real-world.md?metric=Trip%20Completion%20Rate>): Higher is better; unit: PERCENT.

- [Average Trip Time](<https://www.sota2.com/research/sota/traffic-signal-control-on-jinan-hard-real-world.md?metric=Average%20Trip%20Time>): Lower is better; unit: TIME.

- [Average Trip Delay](<https://www.sota2.com/research/sota/traffic-signal-control-on-jinan-hard-real-world.md?metric=Average%20Trip%20Delay>): Lower is better; unit: TIME.

## Recorded results

| Method | Average Queue Length | Result date | Report paper |
| --- | --- | --- | --- |
| Max-Pressure | 0.33 | Not recorded | 69c60eed0636e5bf4afc83e5 |
| CROSS | 0.65 | Not recorded | 69c60eed0636e5bf4afc83e5 |
| GESA | 0.94 | Not recorded | 69c60eed0636e5bf4afc83e5 |
| Fixed-Time | 2.02 | Not recorded | 69c60eed0636e5bf4afc83e5 |
| Unicorn | 3.81 | Not recorded | 69c60eed0636e5bf4afc83e5 |

### Max-Pressure

Average Queue Length: 0.33. Result ID: 69c68ef547f34ce924b0d232.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e5.md>)

Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction.

### CROSS

Average Queue Length: 0.65. Result ID: 69c68ef547f34ce924b0d235.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e5.md>)

Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction.

### GESA

Average Queue Length: 0.94. Result ID: 69c68ef547f34ce924b0d233.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e5.md>)

Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction.

### Fixed-Time

Average Queue Length: 2.02. Result ID: 69c68ef547f34ce924b0d231.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e5.md>)

Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction.

### Unicorn

Average Queue Length: 3.81. Result ID: 69c68ef547f34ce924b0d234.

[Reporting paper](<https://www.sota2.com/research/paper/69c60eed0636e5bf4afc83e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77791e209131cea736cc.md>)

Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction.

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