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Graduation Thesis (VKR): Algorithm for detecting foreign objects on tram tracks based on their segmentation.
Fonte do modelo
Descrição da fonte
Graduation Thesis (VKR): Algorithm for detecting foreign objects on tram tracks based on their segmentation.
Seven segmentation models were researched and trained (YOLO-seg: 8n, 8s, 11s, 26s; SegFormer: B0, B3; DeepLabV3+: ResNet50), as well as three detectors: YOLOX, YOLOv8, and YOLOv5.
Based on the research results, the following were selected for the task:
Fontes
1 fonteVerificado 9 de set.
Artefatos de modelo
1 artefatoTrechos de fonte
2 trechosThe developed algorithm is available at: https://github.com/MathematicLove/tram-dynamic-roi-tracker
| Model | Type | Repository |
|---|---|---|
| YOLOv8n | Segmentation | tram-dynamic-roi-tracker-yolo8n |
| YOLOv8s | Segmentation | tram-dynamic-roi-tracker-yolo8s |
| YOLOv11s | Segmentation | tram-dynamic-roi-tracker-yolo11s |
| YOLOv26s | Segmentation | tram-dynamic-roi-tracker-yolo26s |
| SegFormer B0 | Segmentation | tram-dynamic-roi-tracker-segformerb0 |
| SegFormer B3 | Segmentation |
--- language: en tags: - yolo - segmentation - object-detection - tram - roi-tracker - tramway - computer-vision license: apache-2.0 --- # tram-dynamic-roi-tracker **Graduation Thesis (VKR):** Algorithm for detecting foreign objects on tram tracks based on their segmentation. Seven segmentation models were researched and trained (**YOLO-seg**: 8n, 8s, 11s, 26s; **SegFormer**: B0, B3; **DeepLabV3+**: ResNet50), as well as three detectors: YOLOX, YOLOv8, and YOLOv5. Based on the research results, the following were selected for the task: - **Segmentor**: **YOLOv11s-seg** - **Detector**: **YOLOv8s** - **Tracker**: **ByteTrack** The developed algorithm is available at: [https://github.com/MathematicLove/tram-dynamic-roi-tracker](https://github.com/MathematicLove/tram-dynamic-roi-tracker/tree/main) ### Useful Links - **Research paper (article)**: [https://elibrary.ru/qfcwed](https://elibrary.ru/qfcwed) - **Diploma for 1st degree laureate** (Best report in ML and Intelligent Data Processing section): [Certificate](https://mathematiclove.github.io/my-cv/certificates/spbstu-science-week.jpg) - **Full Thesis (VKR)**: coming soon --- ## Available Models | Model | Type | Repository | |------------------------|----------------|----------| | YOLOv8n | Segmentation | [tram-dynamic-roi-tracker-yolo8n](https://huggingface.co/ayzeksalimli/tram-dynamic-roi-tracker-yolo8n) | | YOLOv8s | Segmentation | [tram-dynamic-roi-tracker-yolo8s](https://huggingface.co/ayzeksalimli/tram-dynamic-roi-tracker-yolo8s) | | YOLOv11s | Segmentation | [tram-dynamic-roi-tracker-yolo11s](https://huggingface.co/ayzeksalimli/tram-dynamic-roi-tracker-yolo11s) | | YOLOv26s | Segmentation | [tram-dynamic-roi-tracker-yolo26s](https://huggingface.co/ayzeksalimli/tram-dynamic-roi-tracker-yolo26s) | | SegFormer B0 | Segmentation | [tram-dynamic-roi-tracker-segformerb0](https://huggingface.co/ayzeksalimli/tram-dynamic-roi-tracker-segformerb0) | | SegFormer B3 | Segmentation | [tram-dynamic-roi-tracker-segformerb3](https://huggingface.co/ayzeksalimli/tram-dynamic-roi-tracker-segformerb3) | | DeepLabV3+ ResNet50 | Segmentation | [tram-dynamic-roi-tracker-deeplabv3resnet50](https://huggingface.co/ayzeksalimli/tram-dynamic-roi-tracker-deeplabv3resnet50) | ---
Source context: 0 downloads · 1 likes · Pipeline object-detection · Repo ayzeksalimli/tram-dynamic-roi-tracker-yolo11s
| DeepLabV3+ ResNet50 | Segmentation | tram-dynamic-roi-tracker-deeplabv3resnet50 |
