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Title: GitHub - deepdrivepl/SegTrackDetect: SegTrackDetect - A framework for ROI-based Tiny Object Detection at full resolution.

Open Graph Title: GitHub - deepdrivepl/SegTrackDetect: SegTrackDetect - A framework for ROI-based Tiny Object Detection at full resolution.

X Title: GitHub - deepdrivepl/SegTrackDetect: SegTrackDetect - A framework for ROI-based Tiny Object Detection at full resolution.

Description: SegTrackDetect - A framework for ROI-based Tiny Object Detection at full resolution. - deepdrivepl/SegTrackDetect

Open Graph Description: SegTrackDetect - A framework for ROI-based Tiny Object Detection at full resolution. - deepdrivepl/SegTrackDetect

X Description: SegTrackDetect - A framework for ROI-based Tiny Object Detection at full resolution. - deepdrivepl/SegTrackDetect

Opengraph URL: https://github.com/deepdrivepl/SegTrackDetect

X: @github

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inference.pyhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/inference.py
inference.pyhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/inference.py
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https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#segtrackdetect
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/docs/images/MTSD-example.png
SegTrackDetect Architecural Designhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#architecture
ROI Fusion Modulehttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#roi-fusion-module
Object Detection Modulehttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#object-detection
Detection Aggregation and Filteringhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#detection-aggregation-and-filtering
Customizationhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#customization
Getting Startedhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#getting-started
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#architecture
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/docs/images/SegTrackDetect.png
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#roi-fusion-module
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#roi-prediction-with-object-trackers
our implementation of the SORT trackerhttps://github.com/deepdrivepl/SORT/blob/master/sort.py
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#roi-estimation-with-segmentation
model ZOOhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#region-of-interest-estimation
estimator configshttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/rois/estimator/configs
ESTIMATOR MODELShttps://github.com/deepdrivepl/SegTrackDetect/blob/main/rois/estimator/configs/__init__.py
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#object-detection
model ZOOhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#object-detectors
detectors confighttps://github.com/deepdrivepl/SegTrackDetect/blob/main/detector/configs/yolo.py
DETECTION_MODELShttps://github.com/deepdrivepl/SegTrackDetect/blob/main/detector/configs/__init__.py
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#detection-aggregation-and-filtering
documentationhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/detector/obs.py
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#getting-started
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#depencencies
Docker Enginehttps://docs.docker.com/engine/install/
NVIDIA Container Toolkithttps://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#installation
Model ZOOhttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#model-zoo
datasetshttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#datasets
scriptshttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/scripts
official dataset pagehttps://www.mapillary.com/dataset/trafficsign
this scripthttps://github.com/deepdrivepl/SegTrackDetect/blob/main/scripts/download_MTSD.sh
older annotation versionhttps://github.com/deepdrivepl/SegTrackDetect/releases/download/v0.1/annotations_v1.zip
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#examples
datasetshttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#new-datasets
herehttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/rois/estimator/configs/__init__.py
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https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#metrics
tinycocoapihttps://github.com/Cufix/tinycocoapi
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#customization
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#existing-models
estimator configshttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/rois/estimator/configs
predictor configshttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/rois/predictor/configs
detectors confighttps://github.com/deepdrivepl/SegTrackDetect/blob/main/detector/configs/yolo.py
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#new-models
estimator configshttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/rois/estimator/configs
predictor configshttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/rois/predictor/configs
detectors configshttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/detector/configs
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#object-detection-module
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#roi-estimation-module
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#roi-prediction-module
SORThttps://github.com/deepdrivepl/SORT
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#new-datasets
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#model-zoo
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#region-of-interest-estimation
herehttps://github.com/deepdrivepl/SegTrackDetect/releases/download/v0.1/u2netp_MTSD.pt
herehttps://github.com/deepdrivepl/SegTrackDetect/blob/main/rois/estimator/configs/u2net.py#L69
herehttps://github.com/deepdrivepl/SegTrackDetect/releases/download/v0.1/unetR18-ZebraFish.pt
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herehttps://github.com/deepdrivepl/SegTrackDetect/releases/download/v0.1/SeaDronesSee-000-R18-64x96-best-loss.pt
herehttps://github.com/deepdrivepl/SegTrackDetect/blob/main/rois/estimator/configs/unet.py#L120
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herehttps://github.com/deepdrivepl/SegTrackDetect/blob/main/rois/estimator/configs/unet.py#L146
herehttps://github.com/deepdrivepl/SegTrackDetect/releases/download/v0.1/SeaDronesSee-000-R18-448x768-best-loss.pt
herehttps://github.com/deepdrivepl/SegTrackDetect/blob/main/rois/estimator/configs/unet.py#L159
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#object-detectors
herehttps://github.com/deepdrivepl/SegTrackDetect/releases/download/v0.1/yolov4_MTSD.pt
herehttps://github.com/deepdrivepl/SegTrackDetect/blob/main/detector/configs/yolo.py#L107
herehttps://github.com/deepdrivepl/SegTrackDetect/releases/download/v0.1/yolov7t-ZebraFish.pt
herehttps://github.com/deepdrivepl/SegTrackDetect/blob/main/detector/configs/yolo.py#L65
herehttps://github.com/deepdrivepl/SegTrackDetect/releases/download/v0.1/004-DroneCrowd-yolov7-tiny-512x512-crops-only-multiple-scales-50ep-best.torchscript.pt
herehttps://github.com/deepdrivepl/SegTrackDetect/blob/main/detector/configs/yolo.py#L94
herehttps://github.com/deepdrivepl/SegTrackDetect/releases/download/v0.1/006-SeaDronesSee-yolov7-tiny-512x512-crops-only-multiple-scales-300ep-best.torchscript.pt
herehttps://github.com/deepdrivepl/SegTrackDetect/blob/main/detector/configs/yolo.py#L79
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#datasets
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/docs/images/all-example.png
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#licence
MIT Licensehttps://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/blob/main/LICENSE
SORT trackerhttps://github.com/abewley/sort
https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#acknowledgements
Mapillary Traffic Sign Datasethttps://www.mapillary.com/dataset/trafficsign
ZebraFish 3Dhttps://motchallenge.net/data/3D-ZeF20/
SeaDronesSeehttps://seadronessee.cs.uni-tuebingen.de/
DroneCrowdhttps://github.com/VisDrone/DroneCrowd
UNethttps://arxiv.org/abs/1505.04597
U2Nethttps://arxiv.org/abs/2005.09007
SORThttps://arxiv.org/abs/1602.00763
YOLOv4https://arxiv.org/abs/2004.10934
YOLOv7https://arxiv.org/abs/2207.02696
Readme https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect#readme-ov-file
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Compatibility with FP16 models Latest Dec 19, 2024 https://patch-diff.githubusercontent.com/deepdrivepl/SegTrackDetect/releases/tag/v0.3
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