Shengkun Yang

A geometry-based deep equilibrium model for image restoration under multiplicative Gamma noise

Experimental results on both grayscale and color image restoration demonstrate that the proposed method consistently outperforms representative model-based approaches while achieving performance comparable to state-of-the-art DEQ models based on implicit regularization, despite requiring substantially fewer trainable parameters.