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UCNet is a probabilistic framework for RGB-D Saliency Detection that employs uncertainty by learning from the data labelling process. It utilizes conditional variational autoencoders to model human annotation uncertainty and generate multiple saliency maps for each input image by sampling in the latent space.
A Depthwise Fire Module is a modification of a Fire Module with depthwise separable convolutions to improve the inference time performance. It is used in the CornerNet-Lite architecture for object detection.
DeepIR, or Deep InfraRed image processing, is a thermal image processing framework for recovering high quality images from a very small set of images captured with camera motion. Enhancement is achieved by noting that camera motion, which is usually a hinderance, can be exploited to our advantage to separate a sequence of images into the scene-dependent radiant flux, and a slowly changing scene-independent non-uniformity. DeepIR combines the physics of microbolometer sensors, with powerful regularization capabilities by neural network-based representations. DeepIR relies on the key observation that jittering a camera, while unwanted in visible domain, is highly desirable in the thermal domain as it allows an accurate separation of the sensor-specific non-uniformities from the scene’s radiant flux.
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Blind Image Decomposition Network
BIDeN, or Blind Image Decomposition Network, is a model for blind image decomposition, which requires separating a superimposed image into constituent underlying images in a blind setting, that is, both the source components involved in mixing as well as the mixing mechanism are unknown. For example, rain may consist of multiple components, such as rain streaks, raindrops, snow, and haze. The Figure shows an example where , and . are selected then passed to the mixing function , and outputs the mixed input image , which is here. The generator consists of an encoder with three branches and multiple heads . denotes the concatenation operation. Depth and receptive field of each branch is different to capture multiple scales of features. Each specified head points to the corresponding source component, and the number of heads varies with the maximum number of source components N. All reconstructed images and their corresponding real images are sent to an unconditional discriminator. The discriminator also predicts the source components of the input image . The outputs from other heads do not contribute to the optimization.
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