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MoGA-C is a convolutional neural network optimized for mobile latency and discovered via Mobile GPU-Aware (MoGA) neural architecture search. The basic building block is MBConvs (inverted residual blocks) from MobileNetV2. Squeeze-and-excitation layers are also experimented with.
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Decoder architecture inspired on the UNet++ structure and the EfficientNet building blocks. Keeping the UNet++ structure, the EfficientUNet++ achieves higher performance and significantly lower computational complexity through two simple modifications: Replaces the 3x3 convolutions of the UNet++ with residual bottleneck blocks with depthwise convolutions Applies channel and spatial attention to the bottleneck feature maps using concurrent spatial and channel squeeze & excitation (scSE) blocks
Gradient-Free Classifier Guidance
Classifier guided sampling from diffusion models involves the computation of gradients of classifier probabilities, and this is computationally expensive as it involves the use of autograd operators. To mitigate this issue, Classifier-Free Guidance (CFG), was proposed to use an unconditional sample as a reference to increase contrast from. We extend these concepts to devise a novel formulation that utilizes a classifier, without computation of gradients, to generate an conditional sample as the reference. In what follows, we describe this methodology and refer to our method as “gradient-free classifier guidance” (GFCG). Our method is also adaptive in that it computes the guidance scale on the-fly depending on how confused the diffusion model is during the denoising process.
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