arxiv:2011.00993
๐ค Open to Collab
Saumya Saksena
AI & ML interests
Computer Vision, Deep Learning, Image Restoration, Image De-noising, LLMs, RAG, Image Classification, Image Segmentation, EEG Classification, Signal Processing, PPG, BCI
Recent Activity
posted an update about 5 hours ago
๐ Open-sourcing the UAVDT Object Detection Model Zoo on Hugging Face.
- ๐ค 18 models: YOLOv8/v9/v10/YOLO11/YOLO26 (nโm) and RF-DETR Nano/Small/Medium.
- ๐ Drone traffic surveillance: cars, trucks and buses, mostly tiny objects (median box ~0.14% of the image).
- ๐ Model cards with metrics, per-class results, curves, showcases, demo videos and full configs.
Headline numbers:
- ๐ Best mAP@50: 33.43% (YOLOv26m). Best mAP@50:95: 20.54% (RF-DETR Medium).
- โก YOLOv26s gets 32.98% mAP@50 at 22.8 GFLOPs, ~3.3x fewer than YOLOv26m.
Trained and evaluated with DetectionBench: https://github.com/dronefreak/DetectionBench
Dataset credit: Dawei Du et al. (ECCV 2018). It is research-only, so I don't mirror it; the dataset repo is a guide to the official source.
๐ฆ Dataset: dronefreak/UAVDT
๐ค Collection: https://huggingface.co/collections/dronefreak/uavdt-object-detection-model-zoo-6aadb3673084702d3ed45ff0
Feedback and contributions welcome. updated a model about 5 hours ago
dronefreak/visdrone-rfdetr-small updated a collection about 5 hours ago
BDD100K Object Detection Model Zoo