Questions tagged [object-tracking]

7 questions
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How can I limit the number of things Yolov7 can Identify?

So Yolov7/v8 are able to classify numerous distinct objects. One of those objects is cups for example. If I wanted to only look of cups how would I change my setup without having to do custom object identification?
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Is there a state-of-the-art deep learning paper that uses center point regression instead of bounding box regression, for object tracking?

Almost all deep learning based object tracking methods perform bounding box regression. Siamese-based networks which are very popular for object tracking also perform bounding box regression most of the time, although SiamFC type exceptions exist.…
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Is it possible to create a simple face-tracking app that can monitor how much time one spends at their desk?

Context: I'm an experienced programmer with a graduate education in AI and previous CUDA programming experience. I'm versed in Machine Learning but am out of the loop -- I've not used any of the modern software packages of the last 10…
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How to track arbitrary object picked by mouse using YOLO?

We can track human, car, animal, etc using YOLO V8. In order to track object, the model has to be trained on target objects. But I have to track arbitrary objects picked by mouse on a video. Since the target object is unknown, I can't train YOLO…
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Can DeepSort be made to track objects beside people?

As far as my understanding goes, the model used for feature extraction in DeepSort is specified as the first argument of the function create_box_encoder in the file tools/generate_detections.py: def create_box_encoder(model_filename,…
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How to calculate the loss for object tracking model

I am using a CNN model to detect the location of a tennis ball's center (not bounding box). the output is a 2d tensor after a softmax layer so each cell represent the probebility that this is where the ball center is found. I am trying to figure out…
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Is there a way to improve the low-quality data?

I'm on a robotics team and we've been tasked to write a program to differentiate between a live and dead fish. We've been given ~15 minutes of training footage and it's absolutely terrible. It's low quality, hard to label (even for humans) and it's…