Frigate+ Model Launch #7932
Replies: 155 comments 651 replies
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Very excited for this launch! Can't wait to continue to see this project grow! So, I have a general follow up question, I feel like I already know the answer to this but would like a definitive answer. Since the current Frigate+ Model only has a small subset of labels, if I include a label from the default model are those still detectable? or does the Frigate+ model completely override the default model? |
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What if I don't feel comfortable uploading my own images? Is there any possibility of just paying a one time fee to use the base model? I know the experience won't be as good but I'm sure it would be better than the current one |
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Another follow up question, I've requested a Frigate+ model to be generated, will I receive an email once it has completed? |
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When annotating uploaded images, how does selecting the "Difficult?" checkbox affect it? Does it simply increase/decrease how it is weighted? Just want to make sure I'm using it correctly. If an object is more than half obscured (I still select the whole object) or relatively small I've been marking it as difficult. |
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Probably too early for this, but it would be nice to know how much the underlying training data has changed. For instance- counters on how many images have been uploaded and used to train the new model since a user last built their own model. Maybe even by label? In the end, I'm trying to better understand when the community aspect of the Frigate+ subscription would warrant a new model build. |
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Ive subscribed. But dont want to request a model.. because I have some cameras with some pictures on them and they dont show up. Is it ok to mix cameras, they stand at exactly the same place but the angle might have changed a bit? If i request now, is it possible to start from scratch later? In 1 of my images now ive marked 1 person, and in the background there is a bike with a person on it. And I cant select bike anymore, what to do? Why not allow us to add annotations on things we think is relevant so these pictures can be used later? |
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Can I assume a single model covers multiple cameras? |
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If a request a Frigate+ plus model, will it be based on the standard model that's been trained additionally with my submitted images? The default model is pretty bad in making a difference between a cat and a dog. Will the downloaded model only become better with my own submitted images, or is it trained with all the images submitted by other users? |
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I might be slightly off topic, |
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i wish it were possible to delete images from Frigate+. i uploaded a bunch of just absolute crap photos that I think are probably confusing the 1st model that i created, and would like to be able to prune these out |
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How important is including false positives in annotations? I just got my model last night, trained on ~400 images for four outdoor cameras, and am getting a ton of false positives so far I wasn't getting before. Since the beta is pretty new I only had false positives included in <5% of my images. If false positives are important for training, I'll hold off tweaking my masks to continue allowing them and continue uploading more images for annotation before requesting another model. |
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Since I record a high-res (main) stream 24/7, but my detect stream is low-res (substream), is there any concern if I manually upload some images from my main stream into frigate+ to tag some objects? i.e., should I only upload images that are the same resolution as the detect stream? |
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Now that I've had the new model running for a few days, is it possible to flag sub labels as incorrect? Have seen several things getting flagged as Amazon/UPS/FedEx/License Plates that are not. |
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While running new the plus model I've noticed that my interference speed significantly dropped (from around 8-9 ms to 6-7 ms). Why is this? Because the model is not trained with as much labels as the standard model? Or the labels itself are not as "heavy" (trained with less images) as the standard model? The new model has the tendency to detect perons walking on my driveway based on the lower half of the body. Most of the time I see the bounding box drawn around the legs and feet only, with 90+% scores. As a consequence, this image is also used in the event list. What your advice to do with these cases? A couple of scenario's I can come up with:
Is it possible to add the area and ratio information when you hover over the bounding box in the snapshot? |
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So if I want to rename objects in the labelmap, I assume there is a new map with different numbering than the COCO one? Not seeing where the labelmap is specifically documented. |
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@blakeblackshear what are your plans on new labels? The new base model seems to perform much better, but I have lots of birds detected as cats. |
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I wouldn't mind foxes. Lol
…On Tue, Apr 30, 2024, 3:22 PM tpjanssen ***@***.***> wrote:
@blakeblackshear <https://github.com/blakeblackshear> what are your plans
on new labels? The new base model seems to perform much better, but I have
lots of birds detected as cats.
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I am one of the users using Frigate in a more natural environment. The new model seems slightly better in some ways and worse in others. I have a camera that fogs up at night and it results in (now with the new model) constant person and car detections. Trees in the breeze cause all sorts of hallucinations that didn't seem as common before. Stationary farm equipment / carts / wagons are often "car". A fairly stationary and uninteresting tree trunk is sometimes a " car". My chicken coop is full of "cats", "dogs", and "people". Confidences are high, >75%. I will just continue submitting false/true positives and negatives here and there (658 verified images so far) and hope it'll be useful for folks. Chickens, foxes, raccoons would be great in my application, but I understand we are kinda weird. |
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I live in NoVA. Suburban life full of deer and foxes. So I appreciate the
idea of more labels and later training.
…On Wed, May 1, 2024, 12:11 PM Nicolas Mowen ***@***.***> wrote:
to be clear 75% confidence is not that high. Recommended threshold is 85%
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i think that labeling needs to be improved. sometimes it's difficult to label more than 2 objects that are near between them because the name/type of label hide part of the image. |
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@blakeblackshear What is the current wait time for a subscription? |
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👋 Hey team, thank you for your hard work! 🚀 |
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Question towards the email asking for the invitation: |
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I've just started setting up Frigate+ and verifying my images but I cannot find any info for how to tag amazon, fedex, and ups. Should I just tag the word on a given truck? How about on the uniforms? Should I tag blue vest of amazon employees? Even if you cannot see the logo? The whole Amazon/FedEx/UPS truck? Some guidance here would be welcome. |
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Has anyone else had problems with long-running stationary object recordings with Frigate+? I deployed my trained model (1700+ images) and now have several long-running stationary object recordings. Upon restart of the system, 3x stationary objects immediately are detected and start recording. Most notably my parked car in my garage, where there has been no motion today, and another car outside where there hasn't been recent motion. The system in question has been running with the same config for several months. The only change was add my model and updating object lists on a couple cameras to add the objects unique to Frigate+. Thoughts? |
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I have a YoloV8 model trained that I'm experimenting with that recognizes playing cards and hands. I'm trying to get Events/Alarms fired when cards are detected. Would Frigate+ work for this? Could it use the Yolo model or does it need to be trained on the card images? |
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I would like to suggest adding a Annotation Label, i see there are Fedex, ups and Amazon, in Norway most packages and mail are delivered by "Posten" / "Bring" and some deliveries by DHL. Perhaps adding "Posten" for Norway and perhaps "DHL", or maybe make a generic label for package delivery services (containing UPS, Fedex, Posten, Postnord, DHL, Bring, Amazon etc") i.ex. "Transporters" or "Delivery Services" Greetings from fresh Frigate+ user :) |
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I actually decided paying for Frigate+ but then found the upgraded model has even less labels for animals then the default COCO one. I have a camera that regularly sees: wild boars and deers. I'd be also nice if I could keep detecting motorcycles. Could the new label extension include custom labels - so that we can add our own ? I'm not sure if that's viable or not. I know too little about model training. If custom labels are not a possibility, could you please add "boar" and "motorcycle" labels. |
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I am excited to announce that Frigate+ Models are ready to be rolled out. I can't believe it has been over 2 years since the initial discussion about the idea. Thanks to everyone for your patience and encouragement over that time.
edit: Subscriptions are now generally available
I will be inviting users to sign up for a subscription incrementally to ensure I can address any issues and not overwhelm the system. If you would like to be invited, please send me an email at [email protected] from the email address associated with your Frigate+ account.After much consideration, I decided on annual subscriptions as a pricing model. You can think of the annual subscription as the initial buy in to cover the costs of Frigate+ and the development and maintenance of the base model. However, I also implemented a credit based system for training that I think everyone will be happy with.
Before subscribing, please read through the documentation on how the models work so you are clear on what you are purchasing.
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