# cati-singapore-dataset by Suhas Reddy: AI Training Dataset
Source: https://savrn.com/datasets/cati-singapore-dataset
Markdown alternate of the page above; the site index is https://savrn.com/llms.txt

---

## Dataset Card

By Suhas Reddy, published under mit, revision 961f367c2d01.

### CATI Singapore Expressway Traffic Dataset

Real-time vehicle detection data collected from Singapore's 90 LTA traffic cameras using CATI (Context-Aware Traffic Intelligence) — a novel FiLM-conditioned YOLOv11 detector that adapts to environmental conditions in real time.

### Dataset Description

This dataset contains per-camera vehicle detection results collected continuously from Singapore's Land Transport Authority (LTA) expressway camera network. Each record captures a full detection sweep of a single camera including vehicle counts, class breakdown, directional split, and environmental context.

#### Coverage

| Expressway | Cameras |
| --- | --- |
| CTE (Central Expressway) | ~16 |
| PIE (Pan-Island Expressway) | ~20 |
| AYE (Ayer Rajah Expressway) | ~8 |
| ECP (East Coast Parkway) | ~10 |
| MCE (Marina Coastal Expressway) | ~4 |
| TPE (Tampines Expressway) | ~8 |
| BKE (Bukit Timah Expressway) | ~6 |
| KJE (Kranji Expressway) | ~6 |
| SLE (Seletar Expressway) | ~6 |

### Data Schema

[Read the full dataset card (447 words)](https://savrn.com/datasets/cati-singapore-dataset/card)

## Details

Repository

SuhxsReddy/cati-singapore-dataset

Publisher

Suhas Reddy

Task category

Object detection

Tags

traffic, singapore, expressway

Size category

10K<n<100K

Languages

en

Revision

961f367c2d0114efb785bdc7c41ca3d92deea90d

Last updated

2026-10-05

## Files

128 files, 144.5 MB in total.

Data3 files · 126.6 MB

Documentation1 file · 4.3 KB

Other123 files · 17.9 MB

Repository1 file · 2.6 KB

Every file

| File | Type | Size | SHA-256 |
| --- | --- | --- | --- |
| camera_network.json | Data | 109.5 KB | — |
| cati_detections.csv | Data | 8.6 MB | — |
| cati_detections_v2.csv | Data | 117.9 MB | 5827bee7d245 |
| README.md | Documentation | 4.3 KB | — |
| annotated/cam_1001_KPE.jpg | Other | 16.1 KB | ad3bc7d0b030 |
| annotated/cam_1002_CTE.jpg | Other | 15.4 KB | 9818951d46e5 |
| annotated/cam_1002_KPE.jpg | Other | 19.3 KB | b0dedbde362e |
| annotated/cam_1003_CTE.jpg | Other | 20.3 KB | 83bef3659e39 |
| annotated/cam_1003_PIE.jpg | Other | 23.6 KB | b71aa3254348 |
| annotated/cam_1004_CTE.jpg | Other | 15.8 KB | 547eeb6370ee |
| annotated/cam_1004_PIE.jpg | Other | 13.8 KB | 0b96774901d0 |
| annotated/cam_1005_CTE.jpg | Other | 15.4 KB | f3e73359b9a8 |
| annotated/cam_1005_KPE.jpg | Other | 16.5 KB | 9a0d9a6addf4 |
| annotated/cam_1006_CTE.jpg | Other | 22.6 KB | 7e48c0278eb9 |
| annotated/cam_1006_KPE.jpg | Other | 20.5 KB | 0015791ab17f |
| annotated/cam_1111_CTE.jpg | Other | 181.5 KB | 587a4930b12c |
| annotated/cam_1111_LOYANG AVE.jpg | Other | 252.4 KB | a20f5e5880e4 |
| annotated/cam_1112_CTE.jpg | Other | 240.9 KB | a467601794b8 |
| annotated/cam_1112_LOYANG AVE.jpg | Other | 279.9 KB | a8fd8310fcf7 |
| annotated/cam_1113_CTE.jpg | Other | 141.4 KB | 2dc8dc0561c8 |
| annotated/cam_1113_TANAH MERAH COAST ROAD.jpg | Other | 221.0 KB | 8c8fff64ed3b |
| annotated/cam_1501_CTE.jpg | Other | 18.2 KB | 37b963d9559c |
| annotated/cam_1501_MCE.jpg | Other | 19.0 KB | d0fb8be8cc36 |
| annotated/cam_1503_CTE.jpg | Other | 13.4 KB | 58f49c931bdb |
| annotated/cam_1503_MCE.jpg | Other | 12.2 KB | ac0a29128615 |
| annotated/cam_1504_CTE.jpg | Other | 13.0 KB | 22060522a024 |
| annotated/cam_1505_MCE.jpg | Other | 7.3 KB | 083b84d02f6d |
| annotated/cam_1701_CTE.jpg | Other | 175.1 KB | 25f5c589dac3 |
| annotated/cam_1702_CTE.jpg | Other | 109.0 KB | 57e417d6d95d |
| annotated/cam_1703_CTE.jpg | Other | 170.1 KB | 864e2b6c3084 |
| annotated/cam_1704_CTE.jpg | Other | 113.0 KB | 1951376d2c3b |
| annotated/cam_1705_CTE.jpg | Other | 136.3 KB | 7ff446aacc7b |
| annotated/cam_1706_CTE.jpg | Other | 175.2 KB | a50d4a79c86e |
| annotated/cam_1707_CTE.jpg | Other | 226.1 KB | da272a56267d |
| annotated/cam_1709_CTE.jpg | Other | 106.9 KB | 015d423b233c |
| annotated/cam_1711_CTE.jpg | Other | 148.6 KB | 9a16992a4e0f |
| annotated/cam_2701_CTE.jpg | Other | 175.8 KB | 7dc60f6cb56a |
| annotated/cam_2701_WOODLANDS CAUSEWAY.jpg | Other | 154.4 KB | 447dcd47a5bf |
| annotated/cam_2702_CTE.jpg | Other | 141.9 KB | f942277209c9 |
| annotated/cam_2702_SLE.jpg | Other | 198.8 KB | 3e93712b7973 |
| annotated/cam_2703_CTE.jpg | Other | 193.7 KB | e1039521773d |
| annotated/cam_2703_SLE.jpg | Other | 196.1 KB | 158d6d4608be |
| annotated/cam_2704_CTE.jpg | Other | 174.8 KB | 79691d24732f |
| annotated/cam_2704_WOODLANDS AVE.jpg | Other | 281.9 KB | 784721403254 |
| annotated/cam_2705_CTE.jpg | Other | 118.3 KB | 60fb3718b003 |
| annotated/cam_2705_SLE.jpg | Other | 164.6 KB | b040a51f3c19 |
| annotated/cam_2706_CTE.jpg | Other | 75.3 KB | 5d2026fe93b3 |
| annotated/cam_2706_SLE.jpg | Other | 117.1 KB | 564d277d381a |
| annotated/cam_2707_CTE.jpg | Other | 113.4 KB | c84e9bf787e9 |
| annotated/cam_2707_SLE.jpg | Other | 112.4 KB | 4a68bd50a904 |
| annotated/cam_2708_CTE.jpg | Other | 160.7 KB | 237ad5bfd472 |
| annotated/cam_2708_SLE.jpg | Other | 170.3 KB | 90b464b49b80 |
| annotated/cam_3702_ECP.jpg | Other | 209.2 KB | 28e8a5e0cd92 |
| annotated/cam_3704_ECP.jpg | Other | 189.5 KB | 7b7ca961e956 |
| annotated/cam_3705_ECP.jpg | Other | 219.2 KB | 65954cdf2382 |
| annotated/cam_3793_ECP.jpg | Other | 209.5 KB | 3b68596e8c7a |
| annotated/cam_3795_ECP.jpg | Other | 216.9 KB | f3afac71adf8 |
| annotated/cam_3796_ECP.jpg | Other | 173.7 KB | ce14da838e6a |
| annotated/cam_3797_ECP.jpg | Other | 187.6 KB | 04fbd96f0a8d |
| annotated/cam_3798_ECP.jpg | Other | 193.9 KB | b9047ee61abf |
| annotated/cam_4701_PIE.jpg | Other | 133.4 KB | cd5dfb474a80 |
| annotated/cam_4702_PIE.jpg | Other | 83.6 KB | b3e88d8e780f |
| annotated/cam_4703_PIE.jpg | Other | 237.6 KB | 0d9cfa4094a4 |
| annotated/cam_4703_TUAS SECOND LINK.jpg | Other | 252.3 KB | cf4f8645c696 |
| annotated/cam_4704_PIE.jpg | Other | 189.5 KB | 668832d0a83a |
| annotated/cam_4705_PIE.jpg | Other | 137.3 KB | cbd1fc603605 |
| annotated/cam_4706_PIE.jpg | Other | 112.8 KB | b096fbf9112c |
| annotated/cam_4707_PIE.jpg | Other | 169.0 KB | a40b39007b7e |
| annotated/cam_4708_PIE.jpg | Other | 133.3 KB | 92e9573a0786 |
| annotated/cam_4709_PIE.jpg | Other | 130.5 KB | 426465511d9c |
| annotated/cam_4710_PIE.jpg | Other | 171.0 KB | 62cecde5398a |
| annotated/cam_4712_PIE.jpg | Other | 221.2 KB | 85c27d9d1789 |
| annotated/cam_4713_PIE.jpg | Other | 189.2 KB | f08c159a8f53 |
| annotated/cam_4714_PIE.jpg | Other | 351.0 KB | a4b3bea448f6 |
| annotated/cam_4716_PIE.jpg | Other | 248.5 KB | 82a920710502 |
| annotated/cam_4798_AYE.jpg | Other | 173.8 KB | 59d2a04cc82f |
| annotated/cam_4798_PIE.jpg | Other | 213.3 KB | 38796fbe2743 |
| annotated/cam_4799_AYE.jpg | Other | 187.5 KB | 9c3b797fa3c6 |
| annotated/cam_4799_PIE.jpg | Other | 175.7 KB | ef7131b3ab88 |
| annotated/cam_5794_AYE.jpg | Other | 205.2 KB | bfeaa19de863 |
| annotated/cam_5795_AYE.jpg | Other | 164.4 KB | ee3ef9f138b5 |
| annotated/cam_5797_AYE.jpg | Other | 123.1 KB | 8cc25aa34ee3 |
| annotated/cam_5798_AYE.jpg | Other | 158.6 KB | c6f230fc2dd8 |
| annotated/cam_5799_AYE.jpg | Other | 153.8 KB | de3d74b1ecdc |
| annotated/cam_6701_ECP.jpg | Other | 146.4 KB | 5d12e95e17df |
| annotated/cam_6701_PIE.jpg | Other | 132.9 KB | 6d7788402ce3 |
| annotated/cam_6703_MCE.jpg | Other | 131.0 KB | 40243711c184 |
| annotated/cam_6703_PIE.jpg | Other | 129.2 KB | e55d8e0f097b |
| annotated/cam_6704_MCE.jpg | Other | 180.9 KB | a84cbd88a9d6 |
| annotated/cam_6704_PIE.jpg | Other | 170.1 KB | a19ae0e3447e |
| annotated/cam_6705_MCE.jpg | Other | 95.4 KB | 57017fa96846 |
| annotated/cam_6705_PIE.jpg | Other | 96.1 KB | 5510356e13be |
| annotated/cam_6706_ECP.jpg | Other | 127.9 KB | 0de6bd25ed38 |
| annotated/cam_6706_PIE.jpg | Other | 105.2 KB | 8501e49ec6fb |
| annotated/cam_6708_ECP.jpg | Other | 133.8 KB | 815da6afbab3 |
| annotated/cam_6708_PIE.jpg | Other | 143.5 KB | 65fa5f4cba65 |
| annotated/cam_6710_ECP.jpg | Other | 169.1 KB | 2b02298dbd21 |
| annotated/cam_6710_PIE.jpg | Other | 168.2 KB | 123151da8bd1 |
| annotated/cam_6711_ECP.jpg | Other | 114.9 KB | a5a2f6809b32 |
| annotated/cam_6711_PIE.jpg | Other | 112.3 KB | ee5c4842444c |
| annotated/cam_6712_ECP.jpg | Other | 197.5 KB | 54a331367c1a |
| annotated/cam_6712_PIE.jpg | Other | 210.8 KB | 99ad5facaa4a |
| annotated/cam_6713_ECP.jpg | Other | 149.7 KB | 81c7760f9f20 |
| annotated/cam_6713_PIE.jpg | Other | 94.0 KB | b76f30fb5032 |
| annotated/cam_6714_ECP.jpg | Other | 155.5 KB | 37648dea23a0 |
| annotated/cam_6714_PIE.jpg | Other | 162.0 KB | b2a2889ecce0 |
| annotated/cam_6715_ECP.jpg | Other | 162.0 KB | 1178cca3c8d0 |
| annotated/cam_6715_PIE.jpg | Other | 144.7 KB | 3e43f1dca95a |
| annotated/cam_6716_ECP.jpg | Other | 175.6 KB | 5dc79ab9a0f0 |
| annotated/cam_6716_PIE.jpg | Other | 167.9 KB | 4e98c4d21ca1 |
| annotated/cam_7791_TPE.jpg | Other | 149.2 KB | 568c12d8e140 |
| annotated/cam_7793_TPE.jpg | Other | 196.0 KB | a0d6f63a50d9 |
| annotated/cam_7794_TPE.jpg | Other | 138.3 KB | baf5c13752ea |
| annotated/cam_7795_TPE.jpg | Other | 107.3 KB | 16cc0b9fd36b |
| annotated/cam_7796_TPE.jpg | Other | 182.4 KB | b84875f5b2ae |
| annotated/cam_7797_TPE.jpg | Other | 179.0 KB | 3603753ffb87 |
| annotated/cam_7798_TPE.jpg | Other | 163.0 KB | 38680a837f6f |
| annotated/cam_8701_KJE.jpg | Other | 158.9 KB | b58ceb99e32b |
| annotated/cam_8702_KJE.jpg | Other | 146.4 KB | 7b7dfc4a906c |
| annotated/cam_8704_KJE.jpg | Other | 170.2 KB | 82e0f3aefc46 |
| annotated/cam_8706_KJE.jpg | Other | 160.3 KB | 5d5c98573b57 |
| annotated/cam_9701_BKE.jpg | Other | 132.9 KB | 96935e12c650 |
| annotated/cam_9702_BKE.jpg | Other | 133.9 KB | f58e9edee9e0 |
| annotated/cam_9703_BKE.jpg | Other | 209.7 KB | 3defd4517b94 |
| annotated/cam_9704_BKE.jpg | Other | 174.8 KB | c899d5b69fce |
| annotated/cam_9705_BKE.jpg | Other | 164.7 KB | 7d1b2f83c90b |
| annotated/cam_9706_BKE.jpg | Other | 112.2 KB | 1976f42d1266 |
| .gitattributes | Repository | 2.6 KB | — |

## License and Download

License

mit

Access

No access gate

[Download from Suhas Reddy](https://huggingface.co/datasets/SuhxsReddy/cati-singapore-dataset)

Released by Suhas Reddy through its official repository on Hugging Face. [Read the license](https://opensource.org/license/mit).

## Suhas Reddy

[All models and datasets](https://savrn.com/model-publishers/suhxsreddy)

## Explore More

- [The dataset directory](https://savrn.com/datasets)
- [The model directory](https://savrn.com/models)
- [Research papers](https://savrn.com/papers)

## Source

- Repository metadata, read 2026-10-05.
- [Hugging Face record](https://huggingface.co/datasets/SuhxsReddy/cati-singapore-dataset)
- [How the hub is built](https://savrn.com/model-hub/methodology)
