IP Cam Talk Custom Community DeepStack Model

MikeLud1

IPCT Contributor
Joined
Apr 5, 2017
Messages
797
Reaction score
1,609
Location
Brooklyn, NY
I figured out how to download the images that DeepStack used to train the object model. With these images I can start to make the community custom DeepStack model, below are the steps to create the custom model.

The first step would be to create a new DeepStack custom model using the same image that DeepStack used but removing all the labels we do not want. Below is a list of the labels that I think we should keep and a list of labels we should remove. Please let me know if I should change the lists.

The second step would be to start adding new labels with images that everyone contributes to the custom models.

Thanks to @105437 for contributing images.
Combined LabelsGeneral Labels
(includes dark models images)
Animal LabelsDark LabelsLabels removed from Deepstack original model
person, bicycle, car, motorcycle, bus, truck, bird, cat, dog, horse, sheep, cow, bear, deer, rabbit, raccoon, fox, skunk, squirrel, pig

Future Labels:
coyote, possum
person,vehiclebird, cat, dog, horse, sheep, cow, bear,
deer, rabbit,
raccoon, fox, skunk, squirrel, pig


Future Labels:
coyote, possum
Bicycle, Bus, Car, Cat, Dog, Motorcycle, & Personairplane, train, boat, traffic light, fire hydrant, stop sign, parking meter, bench, elephant, zebra, giraffe, backpack, umbrella, handbag, tie, suitcase, frisbee, skis, snowboard, sports ball, kite, baseball bat, baseball glove, skateboard, surfboard, tennis racket, bottle, wine glass, cup, fork, knife, spoon, bowl, banana, apple, sandwich, orange, broccoli, carrot, hot dog, pizza, donut, cake, chair, couch, potted plant, bed, dining table, toilet, tv, laptop, mouse, remote, keyboard, cell phone, microwave, oven, toaster, sink, refrigerator, book, clock, vase, scissors, teddy bear, hair dryer, toothbrush
Combined V2.0 Training Results:​
results.pngprecision_recall_curve.png
General V3.1 (includes dark models images) This model was trained by @Futaba Training Results:​
1655172931164.png1655172992995.png
Animal V2.0 Training Results:​
results.png precision_recall_curve - Copy.png
Dark V1.0 Training Results:​
1653367543909.png1653367575988.png
 

Attachments

Last edited:

wittaj

IPCT Contributor
Joined
Apr 28, 2019
Messages
11,787
Reaction score
20,978
Location
USA
Wow - taking all that out should make it a lot faster. It is fun to try out the toothbrush LOL, but if removing 2/3rds of the objects speeds it up, that would be wonderful.

I would almost like to see two custom models - one for vehicles/humans and one for animals.

Labels To Keep:
person
bicycle
car
motorcycle
bus
truck

Animal Labels:
bird
cat
dog
horse
sheep
cow
bear
 

MikeLud1

IPCT Contributor
Joined
Apr 5, 2017
Messages
797
Reaction score
1,609
Location
Brooklyn, NY
Wow - taking all that out should make it a lot faster. It is fun to try out the toothbrush LOL, but if removing 2/3rds of the objects speeds it up, that would be wonderful.

I would almost like to see two custom models - one for vehicles/humans and one for animals.

Labels To Keep:
person
bicycle
car
motorcycle
bus
truck

Animal Labels:
bird
cat
dog
horse
sheep
cow
bear
That can be done, may have one with all the labels and then two separate models one for vehicles/humans and one for animals.
 

105437

BIT Beta Team
Joined
Jun 8, 2015
Messages
1,527
Reaction score
570
Really appreciate your time to do these models for the community! When you're ready, I can contribute images of deer, fox, raccoon, skunk etc. I get them occasionally. I'm assuming you would want daytime images, right?
 

MikeLud1

IPCT Contributor
Joined
Apr 5, 2017
Messages
797
Reaction score
1,609
Location
Brooklyn, NY
Really appreciate your time to do these models for the community! When you're ready, I can contribute images of deer, fox, raccoon, skunk etc. I get them occasionally. I'm assuming you would want daytime images, right?
Day and night images would work.
 
Joined
Dec 28, 2019
Messages
9,747
Reaction score
22,536
Location
New Jersey
It's kind of hit and miss with more miss than hit. I've got HLC up around 80 or 85 and it's better but still misses a lot. This is monitoring street traffic not an LPR.
 

MikeLud1

IPCT Contributor
Joined
Apr 5, 2017
Messages
797
Reaction score
1,609
Location
Brooklyn, NY
Moved Custom Model to first post

Since I did not see any objections to my selection of labels to keep I completed training the fist model. I did a quick test with the new model and the model looks to be working about the same. I are still validating if the new model has quicker times and better accuracy. Below are the new labels and BI AI settings. Please let me know how the new model works for you.

Labels for Combined model
person
bicycle
car
motorcycle
bus
truck
bird
cat
dog
horse
sheep
cow
bear
AI Settings New Model.jpg
 
Last edited:
Top