works on
causal inference 1content-noise disentanglement 1environmental bias adjustment 1image denoising 1real-time processing 1vision transformers 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.CV2026

Teacher-Guided Causal Interventions for Image Denoising: Orthogonal Content-Noise Disentanglement in Vision Transformers

Kuai Jiang, Zhaoyan Ding, Guijuan Zhang +2

The paper introduces TCD-Net, a vision‑transformer based image denoising model that uses teacher‑guided causal interventions to separate image content from noise, employing environ…