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</details> <br>
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| Dataset | Introduction |
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|:---: |:--- | :---: |
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| **UAVDT** <br>[[website]](https://datasetninja.com/uavdt)| - *<span style="color: #FFCC00">Hardware</span>*: UAVs. <br> - *<span style="color: #33CCCC">Tasks</span>:* object detection, single object tracking, multiple-object tracking. <br> - *<span style="color: #FF6600">Position</span>:* China. <br> - *<span style="color: #6699FF">Weather</span>:* sunny/cloudy, fog, rain. <br> - *<span style="color: #FF0066">Time</span>:* day, night. |
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| **UA-DETRAC** <br>[[website]](https://sites.google.com/view/daweidu/projects/ua-detrac?authuser=0)| - *<span style="color: #FFCC00">Hardware</span>*: Cannon EOS 550D camera. <br> - *<span style="color: #33CCCC">Tasks</span>:* object detection, multi-object tracking. <br> - *<span style="color: #FF6600">Position</span>:* China. <br> - *<span style="color: #6699FF">Weather</span>:* sunny/cloudy, rain. <br> - *<span style="color: #FF0066">Time</span>:* day, night. |
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| **AAU RainSnow** <br>[[website]](https://vbn.aau.dk/en/datasets/aau-rainsnow-traffic-surveillance-dataset/)| - *<span style="color: #FFCC00">Hardware</span>*: RGB color and thermal camera. <br> - *<span style="color: #33CCCC">Tasks</span>:* instance segmentation, single object tracking, multiple-object tracking. <br> - *<span style="color: #FF6600">Position</span>:* Denmark. <br> - *<span style="color: #6699FF">Weather</span>:* fog, rain, snow. <br> - *<span style="color: #FF0066">Time</span>:* day, night. |
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| **<span style="color: #FFCC00">T</span><span style="color: #33CCCC">S</span><span style="color: #FF6600">B</span><span style="color: #6699FF">O</span><span style="color: #FF0066">W</span>** <br>[[website]](https://skkuautolab.github.io/TSBOW/)| - *<span style="color: #FFCC00">Hardware</span>*: CCTV system + color camera. <br> - *<span style="color: #33CCCC">Tasks</span>:* object detection. <br> - *<span style="color: #FF6600">Position</span>:* South Korea. <br> - *<span style="color: #6699FF">Weather</span>:* sunny/cloudy, haze, rain, snow. <br> - *<span style="color: #FF0066">Time</span>:* day. <br> (night-time and other tasks will be updated later) |
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| 2025 | arXiV | A Breakdown of the Key Architectural Features | [paper](https://arxiv.org/abs/2502.14740) | YOLOv12 |
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<!-- MARK: Experiments -->
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```
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<div align="center"><a href="#top">🔝 Back to Top</a></div>
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</details> <br>
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| Dataset | Introduction | Pub | Paper |
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|:---: |:--- | :---: | :--- |
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| **UAVDT** <br>[[website]](https://datasetninja.com/uavdt)| - *<span style="color: #FFCC00">Hardware</span>*: UAVs. <br> - *<span style="color: #33CCCC">Tasks</span>:* object detection, single object tracking, multiple-object tracking. <br> - *<span style="color: #FF6600">Position</span>:* China. <br> - *<span style="color: #6699FF">Weather</span>:* sunny/cloudy, fog, rain. <br> - *<span style="color: #FF0066">Time</span>:* day, night. | IJCV <br> 2020 | The Unmanned Aerial Vehicle Benchmark: Object Detection, Tracking and Baseline |
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| **UA-DETRAC** <br>[[website]](https://sites.google.com/view/daweidu/projects/ua-detrac?authuser=0)| - *<span style="color: #FFCC00">Hardware</span>*: Cannon EOS 550D camera. <br> - *<span style="color: #33CCCC">Tasks</span>:* object detection, multi-object tracking. <br> - *<span style="color: #FF6600">Position</span>:* China. <br> - *<span style="color: #6699FF">Weather</span>:* sunny/cloudy, rain. <br> - *<span style="color: #FF0066">Time</span>:* day, night. | CVIU <br> 2020 | UA-DETRAC: A new benchmark and protocol for multi-object detection and tracking |
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| **AAU RainSnow** <br>[[website]](https://vbn.aau.dk/en/datasets/aau-rainsnow-traffic-surveillance-dataset/)| - *<span style="color: #FFCC00">Hardware</span>*: RGB color and thermal camera. <br> - *<span style="color: #33CCCC">Tasks</span>:* instance segmentation, single object tracking, multiple-object tracking. <br> - *<span style="color: #FF6600">Position</span>:* Denmark. <br> - *<span style="color: #6699FF">Weather</span>:* fog, rain, snow. <br> - *<span style="color: #FF0066">Time</span>:* day, night. | ITS <br> 2019 | Rain Removal in Traffic Surveillance: Does it Matter? |
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| **<span style="color: #FFCC00">T</span><span style="color: #33CCCC">S</span><span style="color: #FF6600">B</span><span style="color: #6699FF">O</span><span style="color: #FF0066">W</span>** <br>[[website]](https://skkuautolab.github.io/TSBOW/)| - *<span style="color: #FFCC00">Hardware</span>*: CCTV system + color camera. <br> - *<span style="color: #33CCCC">Tasks</span>:* object detection. <br> - *<span style="color: #FF6600">Position</span>:* South Korea. <br> - *<span style="color: #6699FF">Weather</span>:* sunny/cloudy, haze, rain, snow. <br> - *<span style="color: #FF0066">Time</span>:* day. <br> (night-time and other tasks will be updated later) | AAAI <br> 2026 | TSBOW: Traffic Surveillance Benchmark for Occluded Vehicles Under Various Weather Conditions |
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| 2025 | arXiV | A Breakdown of the Key Architectural Features | [paper](https://arxiv.org/abs/2502.14740) | YOLOv12 |
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The source codes for baseline models are provided in [Baselines](baselines/) folder.
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Read [Instruction](baselines/README.md) for more information.
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<!-- MARK: Experiments -->
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}
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```
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<div align="center"><a href="#top">🔝 Back to Top</a></div>
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