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You can easily add a "knob" like this to any model. For example, you can first run an input through a fast, but less accurate object detector (e.g. YOLO), and i
by p1esk 8y ago
You can easily add a "knob" like this to any model. For example, you can first run an input through a fast, but less accurate object detector (e.g. YOLO), and if not satisfied with results (or automatically triggered by low confidence scores), run the same input through a slower, but more accurate model (RCNN).
- p1esk 8y agoYou can also have a "generalist" model, trained to differentiate major object classes (e.g. furniture from animals), and multiple "specialist" models, each trained to differentiate between variants of the same object category (e.g. breeds of dogs). That approach was described in Hinton's knowledge distillation paper.