# Short-term Traffic Forecasting on Hong Kong Traffic Flow Jan 11, 2022 (test)

Source: [Short-term Traffic Forecasting on Hong Kong Traffic Flow Jan 11, 2022 (test)](<https://www.sota2.com/research/sota/short-term-traffic-forecasting-on-hong-kong-traffic-flow-jan-11-2022-test>)

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

Data updated: 2026-02-26T05:48:59.197Z

Evaluation of models performing short-term traffic flow forecasting on the test split of the Hong Kong Traffic Flow Jan 11, 2022 dataset, typically measured using MAE, RMSE, and MAPE.

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 | Short-term Traffic Forecasting |
| Dataset (including any stated split) | Hong Kong Traffic Flow Jan 11, 2022 (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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

- [MAE](<https://www.sota2.com/research/sota/short-term-traffic-forecasting-on-hong-kong-traffic-flow-jan-11-2022-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/short-term-traffic-forecasting-on-hong-kong-traffic-flow-jan-11-2022-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [MAPE](<https://www.sota2.com/research/sota/short-term-traffic-forecasting-on-hong-kong-traffic-flow-jan-11-2022-test.md?metric=MAPE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| DASTNET | 11.71 | Not recorded | 68fa6d381e209131cea38849 |
| DASTNET | 13.87 | Not recorded | 68fa6d381e209131cea38849 |
| HA | 15.79 | Not recorded | 68fa6d381e209131cea38849 |
| DASTNET | 17.09 | Not recorded | 68fa6d381e209131cea38849 |
| HA | 17.84 | Not recorded | 68fa6d381e209131cea38849 |
| HA | 21.66 | Not recorded | 68fa6d381e209131cea38849 |
| TGCN | 22.39 | Not recorded | 68fa6d381e209131cea38849 |
| TGCN | 22.39 | Not recorded | 68fa6d381e209131cea38849 |
| TGCN | 25.95 | Not recorded | 68fa6d381e209131cea38849 |
| STGCN | 39.34 | Not recorded | 68fa6d381e209131cea38849 |
| STGCN | 39.86 | Not recorded | 68fa6d381e209131cea38849 |
| STGCN | 42.52 | Not recorded | 68fa6d381e209131cea38849 |
| STGODE | 63.46 | Not recorded | 68fa6d381e209131cea38849 |
| STGODE | 66.19 | Not recorded | 68fa6d381e209131cea38849 |
| STGODE | 66.76 | Not recorded | 68fa6d381e209131cea38849 |

### DASTNET

MAE: 11.71. Result ID: 698f99223a6c314849fa67e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Implementation](<https://github.com/YihongT/DASTNet>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"15min","Fine-tuned":true,"Source Domain":"PEMS"}. This record does not assert independent reproduction.

### DASTNET

MAE: 13.87. Result ID: 698f99223a6c314849fa67ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Implementation](<https://github.com/YihongT/DASTNet>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"30min","Fine-tuned":true,"Source Domain":"PEMS"}. This record does not assert independent reproduction.

### HA

MAE: 15.79. Result ID: 698f99223a6c314849fa67e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"15min"}. This record does not assert independent reproduction.

### DASTNET

MAE: 17.09. Result ID: 698f99223a6c314849fa67f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Implementation](<https://github.com/YihongT/DASTNet>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"60min","Fine-tuned":true,"Source Domain":"PEMS"}. This record does not assert independent reproduction.

### HA

MAE: 17.84. Result ID: 698f99223a6c314849fa67e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"30min"}. This record does not assert independent reproduction.

### HA

MAE: 21.66. Result ID: 698f99223a6c314849fa67ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"60min"}. This record does not assert independent reproduction.

### TGCN

MAE: 22.39. Result ID: 698f99223a6c314849fa67e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef44.md>)

[Implementation](<https://github.com/lehaifeng/T-GCN>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"15min"}. This record does not assert independent reproduction.

### TGCN

MAE: 22.39. Result ID: 698f99223a6c314849fa67ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef44.md>)

[Implementation](<https://github.com/lehaifeng/T-GCN>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"30min"}. This record does not assert independent reproduction.

### TGCN

MAE: 25.95. Result ID: 698f99223a6c314849fa67ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef44.md>)

[Implementation](<https://github.com/lehaifeng/T-GCN>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"60min"}. This record does not assert independent reproduction.

### STGCN

MAE: 39.34. Result ID: 698f99223a6c314849fa67eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"30min"}. This record does not assert independent reproduction.

### STGCN

MAE: 39.86. Result ID: 698f99223a6c314849fa67e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"15min"}. This record does not assert independent reproduction.

### STGCN

MAE: 42.52. Result ID: 698f99223a6c314849fa67f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"60min"}. This record does not assert independent reproduction.

### STGODE

MAE: 63.46. Result ID: 698f99223a6c314849fa67e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26ba8.md>)

[Implementation](<https://github.com/square-coder/STGODE>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"15min"}. This record does not assert independent reproduction.

### STGODE

MAE: 66.19. Result ID: 698f99223a6c314849fa67ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26ba8.md>)

[Implementation](<https://github.com/square-coder/STGODE>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"30min"}. This record does not assert independent reproduction.

### STGODE

MAE: 66.76. Result ID: 698f99223a6c314849fa67f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26ba8.md>)

[Implementation](<https://github.com/square-coder/STGODE>)

Recorded evaluation configuration: {"Aggregation Interval":"5-minute","Prediction Horizon":"60min"}. This record does not assert independent reproduction.

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