application_model_zoo

Application Zoo

A repository of complex deep learning applications with deep trained models

Note - See the licences for every pipeline and datasets before using the trained models in commercial applications

Monk org developed the tutorials only for research purposes, helping developers learn the field of AI and DL

Training and Inference examples with Pretrained Models

S.No.	Application	Dataset	Pipeline	How to use/create
1	Traffic Sign Recognition	LINK	EfficientDet	LINK
2	Object Detection in dark conditions	LINK	EfficientDet	LINK
3	Football Detection	LINK	Yolo-V3	LINK
4	Winegrape Detection	LINK	Yolo-V3	LINK
5	Trash Detection	LINK	Pytorch_RetinaNet	LINK
6	Billboard Detection	LINK	Pytorch_RetinaNet	LINK
7	Indoor Object Detection	LINK	Pytorch_RetinaNet	LINK
8	Person detection in Infrared Images	LINK	MxRcnn	LINK
9	Playing card detection	LINK	MxRcnn	LINK
10	Pothole Detection on Road	LINK	MxRcnn	LINK
11	Fashion Element Detection	LINK	Cornernet-Lite	LINK
12	Person Detection	LINK	Cornernet-Lite	LINK
13	Tiger Detection	LINK	Cornernet-Lite	LINK
14	Logo Detection	LINK	MxRcnn	LINK
15	Road Segmentation in satellite images	LINK	Segmentation_Models	LINK
16	Region Segmentation in synthetic lunar imagery	LINK	Segmentation_Models	LINK
17	Ultrasound Nerv Segmentation	LINK	Segmentation_Models	LINK
18	Global Wheat Detection	LINK	Pytorch_EfficientDet	LINK
19	Wildlife Localization - (Giraffes, Zebras, Impalas)	LINK	Pytorch_EfficientDet	LINK
20	Wildlife Localization - (Extended version - Sea Trtles)	LINK	Pytorch_EfficientDet	LINK
21	Cameratrap Animal Detection - 1	LINK	Pytorch_EfficientDet	LINK
22	Caltech Cameratrap ECCV Animal detection	LINK	Pytorch_RetinaNet	LINK
23	Document Layout Detection - 1	LINK	MxRcnn	LINK
24	Document Layout Detection - 2	LINK	Gluoncv_Finetune	LINK
25	Document Layout Detection - 3	LINK	Yolo-V3	LINK
26	Pascal VOC 2012 Dataset - Network pruning example	LINK	SlimYoloV3	LINK
27	Hand Segmentation - Ego Hands Dataset	LINK	Segmentation_Models	LINK
28	Car and Pool Detection in Satellite Imagery	LINK	Cornernet-Lite	LINK
29	Nexet Dataset Vehicle Detection	LINK	Tf_Obj_1 - ssd_fpn_640	LINK
30	Protective gear - Helmet and Vest Detection	LINK	Mmdet - cascade_rcnn_fpn101	LINK
31	Underwater Trash Detection	LINK	Mmdet - Retinanet_rpn50	LINK
32	UCF101 Action Recognition	LINK	Mmaction - tsn50	LINK
33	BDD100K ADAS Dataset	LINK	Tf_Obj_2 - ssd_resnet50_v1_fpn_640	LINK
34	Graphical object dection in documents	LINK	Tf_Obj_1 - ssd_mobilenet_v2	LINK
35	Anomaly Detection in Videos	LINK	Mmaction - tsm50	LINK
36	Monkey detection in the wild	LINK	Tf_Obj_1 - ssd_mobilenet_v1	LINK
37	Text Localization over Total-Text Dataset	LINK	Pytorch_TextSnake	LINK
38	Lara Traffic Lights Detection Dataset	LINK	Mmdet - faster_rcnn_fpn50	LINK
39	Brackish underwater creatures Detection	LINK	Mmdet - faster_rcnn_x101	LINK
40	Soccer player detection in Thermal Imagery	LINK	Mmdet - faster_rcnn_fpn50	LINK
41	Elephant Segmentation in the Wild	LINK	Mmdet - mask_rcnn_r50_fpn	LINK
42	Trimodal people segmentation Dataset	LINK	Segmentation_Models	LINK
43	Human Segmentation Dataset	LINK	Segmentation_Models	LINK
44	TroM Vision Benchmark Dataset	LINK	Segmentation_Models	LINK
45	EPT-29 Dataset	LINK	Segmentation_Models	LINK
46	Taobao Commodity Dataset	LINK	Segmentation_Models	LINK
47	HMDB Action Recognition	LINK	Mmaction - i3d_r50	LINK
48	Linkpings Traffic Sign Recognition Dataset	LINK	Mmdet - cascade_rcnn_fpn101	LINK
49	MIO-TCD Vehicle Recognition Dataset	LINK	Mmdet - retinanet_r50_fpn	LINK
50	Ship Recognition Dataset	LINK	Tf_Obj_1 - ssd_mobilenet_v3_large	LINK
51	PanNuke Cell Type instance segmentation	LINK	Segmentation_Models	LINK
52	CitySeg Dataset Road and Houses Segmentation	LINK	Segmentation_Models	LINK
53	Water Body Segmentation Dataset	LINK	Segmentation_Models	LINK
54	Road Segmentation in satellite images	LINK	Segmentation_Models	LINK
55	Oil tanks detection in satellite images	LINK	Pytorch_RetinaNet	LINK
56	OCR over yymist dataset	LINK	Pytorch_RetinaNet	LINK
57	SUIM Dataset Underwater Image Segmentation	LINK	Segmentation_Models	LINK
58	Underwater Trash Segmentation	LINK	Segmentation_Models	LINK

Training and Inference examples without Pretrained Models

S.No.	Application	Dataset	Pipeline	How to use/create
1	Underwater Fish Segmentation	LINK	Segmentation_Models	LINK
2	DeepGlobe Land Cover Classification	LINK	Segmentation_Models	LINK
3	NOAA Mous Sequence Fish Recognition	LINK	Mmdet - retinanet_ghm_r101_fpn	LINK
4	NOAA Habcam Sequence Fish Recognition	LINK	Mmdet - free_anchor_retinanet_r101_fpn	LINK
5	NOAA Mbari Sequence Fish Recognition	LINK	Mmdet - fovea_r101_fpn_4x4	LINK
6	STAIRS Dataset Action Recognition	LINK	Mmaction - tsm_r50	LINK
7	A2D Dataset Action Recognition	LINK	Mmaction - tsm_r50	LINK
8	KTH Dataset Action Recognition	LINK	Mmaction - tsm_r50	LINK
9	Drive-U Traffic Lights Detection Dataset	LINK	Tf Obj 1 - ssd_mobilenet_v2	LINK

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application_model_zoo

application_model_zoo

README.md

Application Zoo

Note - See the licences for every pipeline and datasets before using the trained models in commercial applications

Monk org developed the tutorials only for research purposes, helping developers learn the field of AI and DL

Training and Inference examples with Pretrained Models

Training and Inference examples without Pretrained Models

Name	Name	Last commit message	Last commit date
parent directory ..
Example - A2D Action Recognition Dataset.ipynb	Example - A2D Action Recognition Dataset.ipynb	Added colab badge to modelzoo example: A2D Action Recognition Dataset	Sep 28, 2020
Example - Anomaly Detection in Videos.ipynb	Example - Anomaly Detection in Videos.ipynb	Added colab badge to tutorial example anomaly detection in videos	Sep 14, 2020
Example - BDD100K dataset with TensorRT optimization.ipynb	Example - BDD100K dataset with TensorRT optimization.ipynb	Updated bdd100K notebook to include labelmap.txt file	Sep 6, 2020
Example - Billboard (Hoarding detection).ipynb	Example - Billboard (Hoarding detection).ipynb	Added colab badge to new tutorials	Apr 15, 2020
Example - Brackish Water Creatures Identification.ipynb	Example - Brackish Water Creatures Identification.ipynb	Added colab badge to example: Brackish Water Creatures Identification	Sep 24, 2020
Example - Caltech cameratrap ECCV animal detection.ipynb	Example - Caltech cameratrap ECCV animal detection.ipynb	Added colab badges to all new application notebooks	Aug 2, 2020
Example - Cameratrap Animals Detection - 1.ipynb	Example - Cameratrap Animals Detection - 1.ipynb	Added colab badge to cameratrap application model zoo	Aug 2, 2020
Example - Car and Pool Detection.ipynb	Example - Car and Pool Detection.ipynb	Colab badge adjusted - Issue #61	Aug 23, 2020
Example - CitySeg Dataset Road and Houses Segmentation.ipynb	Example - CitySeg Dataset Road and Houses Segmentation.ipynb	Added colab badge to modelzoo example: Water Body Segmentation	Sep 28, 2020
Example - DeepGlobe Land Cover Classification.ipynb	Example - DeepGlobe Land Cover Classification.ipynb	Added colab badge to modelzoo example: DeepGlobe Land Cover Classific…	Sep 28, 2020
Example - Document Layout Analysis (FasterRCNN).ipynb	Example - Document Layout Analysis (FasterRCNN).ipynb	Merge pull request #53 from swapnil-ahlawat/document_Analysis	Aug 16, 2020
Example - Document Layout Analysis (SSD512).ipynb	Example - Document Layout Analysis (SSD512).ipynb	Merge pull request #53 from swapnil-ahlawat/document_Analysis	Aug 16, 2020
Example - Document Layout Analysis (YOLOv3).ipynb	Example - Document Layout Analysis (YOLOv3).ipynb	Merge pull request #53 from swapnil-ahlawat/document_Analysis	Aug 16, 2020
Example - Drive-U Dataset.ipynb	Example - Drive-U Dataset.ipynb	Added colab badge to application model zoo example: Drive-U Dataset	Oct 23, 2020
Example - EPT29 Image Dataset.ipynb	Example - EPT29 Image Dataset.ipynb	Added colab badge to modelzoo example: EPT29 Image Dataset	Sep 27, 2020
Example - Elephant segmentation in the wild.ipynb	Example - Elephant segmentation in the wild.ipynb	Updated pretrained model link for example in model zoo: Elephant segm…	Sep 26, 2020
Example - Fashion detector on DeepFashion2 Dataset.ipynb	Example - Fashion detector on DeepFashion2 Dataset.ipynb	Added colab badges to fashion and person detector	Apr 22, 2020
Example - FootBall detection.ipynb	Example - FootBall detection.ipynb	Added colab badges to notebooks	Apr 15, 2020
Example - Global Wheat Detection Kaggle (Starter Code) .ipynb	Example - Global Wheat Detection Kaggle (Starter Code) .ipynb	Added colab badges to wheat detection example	Jul 13, 2020
Example - Graphical figures detection in documents.ipynb	Example - Graphical figures detection in documents.ipynb	Updated tutorial - Graphical figures detection in documents	Sep 12, 2020
Example - HMDB Action Recognition Dataset.ipynb	Example - HMDB Action Recognition Dataset.ipynb	Added colab badge to modelzoo example: HMDB Action Recognition Dataset	Sep 27, 2020
Example - Hand segmentation (Ego-Hands Dataset).ipynb	Example - Hand segmentation (Ego-Hands Dataset).ipynb	Added colab badge to hand segmentation tutorial	Aug 17, 2020
Example - Human Parsing Dataset.ipynb	Example - Human Parsing Dataset.ipynb	Added colab badge to model zoo example: Human Parsing Dataset	Sep 27, 2020
Example - Indoor Image Object Detection and Tagging.ipynb	Example - Indoor Image Object Detection and Tagging.ipynb	Added colab badge to jupyter zoo notebooks	Apr 22, 2020
Example - KTH Action Recognition Dataset.ipynb	Example - KTH Action Recognition Dataset.ipynb	Added colab badge to modelzoo example: KTH Action Recognition Dataset	Sep 28, 2020
Example - LISA Traffic Sign Recognition (Multi-GPU).ipynb	Example - LISA Traffic Sign Recognition (Multi-GPU).ipynb	Added colab badges to notebooks	Apr 15, 2020
Example - Lara Traffic Lights Detection Dataset.ipynb	Example - Lara Traffic Lights Detection Dataset.ipynb	Updated example: Lara Traffic Lights Detection Dataset.ipynb	Sep 23, 2020
Example - Linkopings Traffic Sign Dataset.ipynb	Example - Linkopings Traffic Sign Dataset.ipynb	Added colab badge to modelzoo example: Linkopings Traffic Sign Dataset	Sep 27, 2020
Example - MIO-TCD Vehicle Localization Dataset.ipynb	Example - MIO-TCD Vehicle Localization Dataset.ipynb	Added colab badge to modelzoo example: MIO-TCD Vehicle Localization D…	Sep 27, 2020
Example - Monkey detection in the wild.ipynb	Example - Monkey detection in the wild.ipynb	Updated example tutorial: Monkey detection in wild	Sep 15, 2020
Example - NOAA Habcam Underwater Fish Detection.ipynb	Example - NOAA Habcam Underwater Fish Detection.ipynb	Added colab badge to modelzoo examples: NOAA Underwater Fish Detection	Sep 28, 2020
Example - NOAA Mbari Underwater Fish Detection.ipynb	Example - NOAA Mbari Underwater Fish Detection.ipynb	Added colab badge to modelzoo examples: NOAA Underwater Fish Detection	Sep 28, 2020
Example - NOAA Mous Underwater Fish Detection.ipynb	Example - NOAA Mous Underwater Fish Detection.ipynb	Added colab badge to modelzoo examples: NOAA Underwater Fish Detection	Sep 28, 2020
Example - Nexet Dataset Vehicle Detection.ipynb	Example - Nexet Dataset Vehicle Detection.ipynb	Merge branch 'master' of https://github.com/Tessellate-Imaging/Monk_O…	Aug 24, 2020
Example - OCR over YYMnist Dataset.ipynb	Example - OCR over YYMnist Dataset.ipynb	Added colab badge to modelzoo example: OCR over YYMnist Dataset	Sep 28, 2020
Example - Object Detection in low lighting conditions.ipynb	Example - Object Detection in low lighting conditions.ipynb	Added colab badges to notebooks	Apr 15, 2020
Example - Oil Tanks Detection in Satellite Imagery.ipynb	Example - Oil Tanks Detection in Satellite Imagery.ipynb	Added modelzoo example: OCR over YYMnist Dataset	Sep 28, 2020
Example - PanNuke Dataset CellType Instance Segmentation.ipynb	Example - PanNuke Dataset CellType Instance Segmentation.ipynb	Added colab badge to modelzoo example: Water Body Segmentation	Sep 28, 2020
Example - Pascal VOC 2012 Dataset (Yolov3 Pruning).ipynb	Example - Pascal VOC 2012 Dataset (Yolov3 Pruning).ipynb	Added colab badge to application model zoo example - pascal voc	Aug 3, 2020
Example - Person Detection on WIDER Dataset.ipynb	Example - Person Detection on WIDER Dataset.ipynb	Updated PErson detector in model zoo	Apr 24, 2020
Example - Pothole detection on roads.ipynb	Example - Pothole detection on roads.ipynb	Added colab badge to model zoo pothole example	Apr 25, 2020
Example - Protective gear - helmet and vest detection.ipynb	Example - Protective gear - helmet and vest detection.ipynb	Added colab badge to ppe detection example notebook	Aug 25, 2020
Example - Region segmentation in synthetic lunar dataset.ipynb	Example - Region segmentation in synthetic lunar dataset.ipynb	Updated region segentation example - artificial lunar dataset	May 23, 2020
Example - Road Segmentation in Satellite Images - 2.ipynb	Example - Road Segmentation in Satellite Images - 2.ipynb	Added colab badges to modelzoo example: Road Segmentation in Satellit…	Sep 28, 2020
Example - Road segmentation on Satellite Imageset.ipynb	Example - Road segmentation on Satellite Imageset.ipynb	Made changes to rectify issue #35	May 15, 2020
Example - STAIRS Action Recognition Dataset.ipynb	Example - STAIRS Action Recognition Dataset.ipynb	Added modelzoo example: A2D Action Recognition Dataset	Sep 28, 2020
Example - SUIM Dataset Underwater Object Segmentation.ipynb	Example - SUIM Dataset Underwater Object Segmentation.ipynb	Added colab badge to modelzoo example: SUIM Dataset Underwater Object…	Sep 28, 2020
Example - Ship Detection Dataset.ipynb	Example - Ship Detection Dataset.ipynb	Added colab badge to modelzoo example: Ship Detection Dataset	Sep 27, 2020
Example - TRoM Vision Benchmark Dataset.ipynb	Example - TRoM Vision Benchmark Dataset.ipynb	Added colab badge to modelzoo example: TRoM Vision Benchmark Dataset	Sep 27, 2020
Example - TaoBao Commodity Dataset.ipynb	Example - TaoBao Commodity Dataset.ipynb	Added colab badge to modelzoo example: TaoBao Commodity Dataset Segme…	Sep 27, 2020
Example - Text Localization over Total-Text Dataset.ipynb	Example - Text Localization over Total-Text Dataset.ipynb	Added colab badge to example: Text Localization over Total-Text Dataset	Sep 15, 2020
Example - Thermal Soccer - (Player Detection).ipynb	Example - Thermal Soccer - (Player Detection).ipynb	Added colab badge to example: Example - Thermal Soccer - (Player Dete…	Sep 24, 2020
Example - Tiger detection using Cornernet-Saccade (No Val Dataset).ipynb	Example - Tiger detection using Cornernet-Saccade (No Val Dataset).ipynb	Added colab badge to tiger detector tutorial	Apr 25, 2020
Example - Trash (Waste) Detection.ipynb	Example - Trash (Waste) Detection.ipynb	Added solution to issue #36	May 30, 2020
Example - Trimodal People Segmentation Dataset.ipynb	Example - Trimodal People Segmentation Dataset.ipynb	Added colab badge to model zoo example: Trimodal People Segmentation …	Sep 27, 2020
Example - UCF101 Action Recognition.ipynb	Example - UCF101 Action Recognition.ipynb	Update Example - UCF101 Action Recognition.ipynb	Sep 3, 2020
Example - Ultrasound nerve segmentation.ipynb	Example - Ultrasound nerve segmentation.ipynb	Added colab badge to segmentation application	Jun 9, 2020
Example - Underwater Fish Segmentation.ipynb	Example - Underwater Fish Segmentation.ipynb	Added modelzoo example: Underwater Fish Segmentation	Sep 28, 2020
Example - Underwater Trash Detection.ipynb	Example - Underwater Trash Detection.ipynb	Added colab badge to underwater trash detection example	Aug 25, 2020
Example - Underwater Trash Segmentation.ipynb	Example - Underwater Trash Segmentation.ipynb	Updated colab badge for example - underwater trash segmentation	Oct 9, 2020
Example - Water Body Segmentation.ipynb	Example - Water Body Segmentation.ipynb	Added colab badge to modelzoo example: Water Body Segmentation	Sep 28, 2020
Example - Wildlife Localization - (Extended version with sea turtles).ipynb	Example - Wildlife Localization - (Extended version with sea turtles).ipynb	Added colab badges to wildlife localization examples	Jul 20, 2020
Example - Wildlife Localization - (Giraffes, Zebras, Impalas).ipynb	Example - Wildlife Localization - (Giraffes, Zebras, Impalas).ipynb	Added colab badges to wildlife localization examples	Jul 20, 2020
Example - Wine Grape Instance Detection Dataset.ipynb	Example - Wine Grape Instance Detection Dataset.ipynb	Added colab badges to notebooks	Apr 15, 2020
Example - logo detection.ipynb	Example - logo detection.ipynb	Added colab badge to logo detection notebook	Apr 25, 2020
Example - person detection in infrared images.ipynb	Example - person detection in infrared images.ipynb	Added colab badge to jupyter zoo notebooks	Apr 22, 2020
Example - playing card detection.ipynb	Example - playing card detection.ipynb	Added colab badge to jupyter zoo notebooks	Apr 22, 2020
README.md	README.md	Update README.md	Oct 23, 2020

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README.md

Application Zoo

Note - See the licences for every pipeline and datasets before using the trained models in commercial applications

Monk org developed the tutorials only for research purposes, helping developers learn the field of AI and DL

Training and Inference examples with Pretrained Models

Training and Inference examples without Pretrained Models