801 citations · 1k across the 14 of their papers we have counts for
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Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation
Wouter Van Gansbeke, Simon Vandenhende, Luc Van Gool
The task of unsupervised semantic segmentation aims to cluster pixels into semantically meaningful groups. Specifically, pixels assigned to the same cluster should share high-level…
Multi-Task Learning for Visual Scene Understanding
Simon Vandenhende
Despite the recent progress in deep learning, most approaches still go for a silo-like solution, focusing on learning each task in isolation: training a separate neural network for…
Making Heads or Tails: Towards Semantically Consistent Visual Counterfactuals
Simon Vandenhende, Dhruv Mahajan, Filip Radenovic +1
A visual counterfactual explanation replaces image regions in a query image with regions from a distractor image such that the system's decision on the transformed image changes to…