IP Cam Talk Custom Community DeepStack Model

105437

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Thanks guys... didn't mean to hijack @MikeLud1 thread for his great work on the custom models. Now back to that discussion!
 

sebastiantombs

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Since the weather got cold, and even though it's warmed up again, most of the wildlife seems to have gone south for the winter or something. No deer, raccoons, possums or fox for the last several weeks. v2.0 has caught the cats though if that's any consolation Mike.
 

MikeLud1

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I just updated general to V1.2 in the first post small increase in accuracy
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 LabelsAnimal 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, bicycle, car, motorcycle, bus, truckbird, cat, dog, horse, sheep, cow, bear,
deer, rabbit,
raccoon, fox, skunk, squirrel, pig


Future Labels:
coyote, possum
airplane, 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:​
General V1.2 Training Results:​
Animal V2.0 Training Results:​
General V1.2:
precision_recall_curve.png

General V1.1:
precision_recall_curve.png
 

looney2ns

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Since the weather got cold, and even though it's warmed up again, most of the wildlife seems to have gone south for the winter or something. No deer, raccoons, possums or fox for the last several weeks. v2.0 has caught the cats though if that's any consolation Mike.
They all showed up over here. :)Critters_PTZ 2021-12-17 03.44.21.815 AM.jpgCritters_PTZ 2021-12-17 02.10.37.1 PM.jpg
Critters_PTZ 2021-12-17 03.44.21.815 AM.jpgCritters_PTZ 2021-12-17 02.10.37.1 PM.jpg
 

MikeLud1

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Below is a list animals in the motherload

red deer,coyote,american marten,mule deer,raccoon,snowshoe hare,cougar,american black bear,red fox,american red squirrel,unidentified bird,north american porcupine,yellow-bellied marmot,moose,unidentified chipmunk,wild turkey,domestic cow,bobcat,horse,domestic dog,ermine,gray jay,unidentified deer mouse,striped skunk,house wren,steller's jay,dusky grouse,dark-eyed junco,vehicle,gray fox,eastern gray squirrel,wild boar,elk,california ground squirrel,california quail,unidentified deer,black-tailed jackrabbit,long-tailed weasel,unidentified rabbit,unidentified mouse,unidentified pocket gopher,unidentified pack rat,european badger,unidentified corvus,virginia opossum,unidentified accipitrid
I just found the motherload of animal images. The site is very slow so i do not know how long will it take to download them

North American Camera Trap Images

View attachment 112490
 

105437

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I ran the Combined model overnight since I'm still having issues running Combined and Dark at the same time. It looks like the Combined model captured all of the deer and missed a few opportunities at rabbits. I don't have hi-res alert images, but here are a few of the deer captures.
 

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MikeLud1

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I ran the Combined model overnight since I'm still having issues running Combined and Dark at the same time. It looks like the Combined model captured all of the deer and missed a few opportunities at rabbits. I don't have hi-res alert images, but here are a few of the deer captures.
What mode are you running DS at High, Medium, or Low?
 

MikeLud1

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I ran the Combined model overnight since I'm still having issues running Combined and Dark at the same time. It looks like the Combined model captured all of the deer and missed a few opportunities at rabbits. I don't have hi-res alert images, but here are a few of the deer captures.
Maybe try using general on a Clone Master and animal on a Clone. This might detect animals that are small better
 

MikeLud1

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I ran the Combined model overnight since I'm still having issues running Combined and Dark at the same time. It looks like the Combined model captured all of the deer and missed a few opportunities at rabbits. I don't have hi-res alert images, but here are a few of the deer captures.
We are starting to get good results with the newly add animal. The more images we add the better the detection we will get. I am still looking on how to download the motherload of images currently the site is so slow it will take days to download, it's not my connection (1 Gbps)
 

sebastiantombs

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I'm more than satisfied with combined. Unfortunately we haven't had the normal critter captures recently. Maybe it's because of winter or maybe it's because of hunting season. So far the only thing it's caught has been cats. That's been pretty consistent and the stock and dark models rarely, if ever, caught a cat.
 

105437

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We are starting to get good results with the newly add animal. The more images we add the better the detection we will get. I am still looking on how to download the motherload of images currently the site is so slow it will take days to download, it's not my connection (1 Gbps)
@MikeLud1 I can send you the rabbit from last night if that helps.
 
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