The compact framework comprises an encoder, termed LightFormer, as well as a decoder. The LightFormer incorporates a novel lightweight channel mixing operation, Unified Light Channel multilayer ...

In this paper, we propose a waste segmentation method using Convolutional Neural Network based on the Encoder-Decoder approach of SegNet architecture [5]. We compare two different setups of the ...

there is no adversarial network, nor any image loss, robustness with regards to JPEG is done by stopping the gradient (see Towards Robust Deep Hiding Under Non-Differentiable Distortions for Practical ...