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UGainS: Uncertainty Guided Anomaly Instance Segmentation
Alexey Nekrasov, Alexander Hermans, Lars Kuhnert +1
A single unexpected object on the road can cause an accident or may lead to injuries. To prevent this, we need a reliable mechanism for finding anomalous objects on the road. This…
DynaMITe: Dynamic Query Bootstrapping for Multi-object Interactive Segmentation Transformer
Amit Kumar Rana, Sabarinath Mahadevan, Alexander Hermans +1
Most state-of-the-art instance segmentation methods rely on large amounts of pixel-precise ground-truth annotations for training, which are expensive to create. Interactive segment…
TarViS: A Unified Approach for Target-based Video Segmentation
Ali Athar, Alexander Hermans, Jonathon Luiten +2
The general domain of video segmentation is currently fragmented into different tasks spanning multiple benchmarks. Despite rapid progress in the state-of-the-art, current methods…