From cfd04d164e776e6cde605229f8489be90ba5978e Mon Sep 17 00:00:00 2001 From: Blake Blackshear Date: Fri, 22 Sep 2023 07:35:04 -0500 Subject: [PATCH] add more robust plus documentation (#7905) * add more robust plus documentation * rename page * note changing circumstances --- docs/docs/integrations/plus.md | 8 +- docs/docs/plus/index.md | 116 ++++++++++++++++++ docs/sidebars.js | 3 + .../img/plus/attribute-example-face.jpg | Bin 0 -> 47921 bytes .../img/plus/attribute-example-fedex.jpg | Bin 0 -> 32989 bytes docs/static/img/plus/fedex-logo.jpg | Bin 0 -> 32098 bytes 6 files changed, 120 insertions(+), 7 deletions(-) create mode 100644 docs/docs/plus/index.md create mode 100644 docs/static/img/plus/attribute-example-face.jpg create mode 100644 docs/static/img/plus/attribute-example-fedex.jpg create mode 100644 docs/static/img/plus/fedex-logo.jpg diff --git a/docs/docs/integrations/plus.md b/docs/docs/integrations/plus.md index 7ffce4941..e7a6217ef 100644 --- a/docs/docs/integrations/plus.md +++ b/docs/docs/integrations/plus.md @@ -3,13 +3,7 @@ id: plus title: Frigate+ --- -:::info - -Frigate+ is under active development. Models are available as a part of an invitation only beta. It is free to create an account and upload/annotate your examples. - -::: - -Frigate+ offers models trained from scratch and specifically designed for the way Frigate NVR analyzes video footage. They offer higher accuracy with less resources and include a more relevant set of objects for security cameras. By uploading your own labeled examples, your model can be uniquely tuned for accuracy in your specific conditions. After tuning, performance is evaluated against a broad dataset and real world examples submitted by other Frigate+ users to prevent overfitting. +For more information about how to use Frigate+ to improve your model, see the [Frigate+ docs](/plus/). ## Setup diff --git a/docs/docs/plus/index.md b/docs/docs/plus/index.md new file mode 100644 index 000000000..a13563bfb --- /dev/null +++ b/docs/docs/plus/index.md @@ -0,0 +1,116 @@ +--- +id: index +title: Models Guide +--- + +Frigate+ offers models trained from scratch and specifically designed for the way Frigate NVR analyzes video footage. These models offer higher accuracy with less resources. By uploading your own labeled examples, your model is tuned for accuracy in your specific conditions. After tuning, performance is evaluated against a broad dataset and real world examples submitted by other Frigate+ users to prevent overfitting. + +With a subscription, and at each annual renewal, you will receive 12 model training credits that can be used to train tuned models. If you cancel your subscription, you will keep your existing credits and retain access to any trained models. Users with an active subscription can purchase additional training credits for $5 each. + +Information on how to integrate Frigate+ with Frigate can be found in the [integrations docs](/integrations/plus). + +## Frequently asked questions + +While developing these models, there were some common questions that arose. + +### Are my video feeds sent to the cloud for analysis when using Frigate+ models? + +No. Frigate+ models are a drop in replacement for the default model. All processing is performed locally as always. The only images sent to Frigate+ are the ones you specifically submit via the `Send to Frigate+` button or upload directly. + +### Can I label anything I want and train the model to recognize something custom for me? + +Not currently. At the moment, the set of labels will be consistent for all users. The focus will be on expanding that set of labels before working on completely custom user labels. + +### Can Frigate+ models be used offline? + +Yes. Models and metadata are stored in the `model_cache` directory within the config folder. Frigate will only attempt to download a model if it does not exist in the cache. This means you can backup the directory and/or use it completely offline. + +### Can I keep using my Frigate+ models even if I do not renew my subscription? + +Yes. Subscriptions to Frigate+ provide access to the infrastructure used to train the models. Models trained using the training credits that you purchased are yours to keep and use forever. However, do note that the terms and conditions prohibit you from sharing, reselling, or creating derivative products from the models. + +## Important model information + +### Supported Model Types + +Currently, Frigate+ models only support CPU (`cpu`) and Coral (`edgetpu`) models. OpenVino is next in line to gain support. + +The models are created using the same MobileDet architecture as the default model. Additional architectures will be added in future releases as needed. + +### Higher Scores + +Frigate+ models generally have much higher scores than the default model provided in Frigate. You will likely need to increase your `threshold` and `min_score` values. Here is an example of how these values can be refined, but you should expect these to evolve as your model improves: + +```yaml +objects: + filters: + dog: + min_score: .7 + threshold: .9 + cat: + min_score: .65 + threshold: .8 + face: + min_score: .7 + package: + min_score: .65 + threshold: .9 + license_plate: + min_score: .6 + amazon: + min_score: .75 + ups: + min_score: .75 + fedex: + min_score: .75 + person: + min_score: .8 + threshold: .85 + car: + min_score: .8 + threshold: .85 +``` + +### Available label types + +Frigate+ models support a more relevant set of objects for security cameras. Currently, only the following objects are supported: `person`, `face`, `car`, `license_plate`, `amazon`, `ups`, `fedex`, `package`, `dog`, `cat`, `deer`. Other object types available in the default Frigate model are not available. Additional object types will be added in future releases. + +#### Label attributes + +Frigate has special handling for some labels when using Frigate+ models. `face`, `license_plate`, `amazon`, `ups`, and `fedex` are considered attribute labels which are not tracked like regular objects and do not generate events. In addition, the `threshold` filter will have no effect on these labels. You should adjust the `min_score` and other filter values as needed. + +When using Frigate+ models, Frigate will choose the snapshot of a person object that has the largest visible face. For cars, the snapshot with the largest visible license plate will be selected. This aids in secondary processing such as facial and license plate recognition for person and car objects. + +![Face Attribute](/img/plus/attribute-example-face.jpg) + +`amazon`, `ups`, and `fedex` labels are used to automatically assign a sub label to car objects. + +![Fedex Attribute](/img/plus/attribute-example-fedex.jpg) + +## Properly labeling images + +For the best results, follow the following guidelines. + +**Label every object in the image**: It is important that you label all objects in each image before verifying. If you don't label a car for example, the model will be taught that part of the image is _not_ a car and it will start to get confused. + +**Make tight bounding boxes**: Tighter bounding boxes improve the recognition and ensure that accurate bounding boxes are predicted at runtime. + +**Label the full object even when occluded**: If you have a person standing behind a car, label the full person even though a portion of their body may be hidden behind the car. This helps predict accurate bounding boxes and improves zone accuracy and filters at runtime. + +**`amazon`, `ups`, and `fedex` should label the logo**: For a Fedex truck, label the truck as a `car` and make a different bounding box just for the Fedex logo. If there are multiple logos, label each of them. + +![Fedex Logo](/img/plus/fedex-logo.jpg) + +## Improving your model + +You may find that Frigate+ models result in more false positives initially, but by submitting true and false positives, the model will improve. This may be because your cameras don't look quite enough like the user submissions that were used to train the base model. Over time, this will improve as more and more users (including you) submit examples to Frigate+. + +False positives can be reduced by submitting **both** true positives and false positives. This will help the model differentiate between what is and isn't correct. + +You may find that it's helpful to lower your thresholds a little in order to generate more false/true positives near the threshold value. For example, if you have some false positives that are scoring at 68% and some true positives scoring at 72%, you can try lowering your threshold to 65% and submitting both true and false positives within that range. This will help the model learn and widen the gap between true and false positive scores. + +Note that only verified images will be used when training your model. Submitting an image from Frigate as a true or false positive will not verify the image. You still must verify the image in Frigate+ in order for it to be used in training. + +In order to request your first model, you will need to have annotated and verified at least 10 images. Each subsequent model request will require that 10 additional images are verified. However, this is the bare minimum. For the best results, you should provide at least 100 verified images per camera. Keep in mind that varying conditions should be included. You will want images from cloudy days, sunny days, dawn, dusk, and night. + +As circumstances change, you may need to submit new examples to address new types of false positives. For example, the change from summer days to snowy winter days or other changes such as a new grill or patio furniture may require additional examples and training. diff --git a/docs/sidebars.js b/docs/sidebars.js index 05f24add1..806bcaad3 100644 --- a/docs/sidebars.js +++ b/docs/sidebars.js @@ -57,6 +57,9 @@ module.exports = { "integrations/mqtt", "integrations/third_party_extensions", ], + "Frigate+": [ + "plus/index" + ], Troubleshooting: [ "troubleshooting/faqs", "troubleshooting/recordings", diff --git a/docs/static/img/plus/attribute-example-face.jpg b/docs/static/img/plus/attribute-example-face.jpg new file mode 100644 index 0000000000000000000000000000000000000000..a99c8788b8cf649d48313624adb6612219b25c47 GIT binary patch literal 47921 zcmb6AWpo@(%r1(KnHgechB&sz%uF#e#mqQncFfEaGcz+&%*-@qhM3uj;rQL(y?dWO z`>u7>tGb>pX(V;6>FFv-^RfD|13;IRl#v8LKmY&`p9kP$4`NkDOw2$@MNv}byTt!6 zMggA${S5%Hvv+Y)krE}-($*n^+xeeQ{Kqpgad!N#|G&_u-pA$tv;zPO%>Nge|6juh 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