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SOTA
Überlappung 15-5
Overlapped 15 5 On Pascal Voc 2012
Overlapped 15 5 On Pascal Voc 2012
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Mean IoU (val)
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Mean IoU (val)
Paper Title
MBS
82.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation
SATS-M
78.72
SATS: Self-Attention Transfer for Continual Semantic Segmentation
SATS
75.70
SATS: Self-Attention Transfer for Continual Semantic Segmentation
SSUL-M
73.02
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning
RCNet-101
72.4
Representation Compensation Networks for Continual Semantic Segmentation
SSUL+AWT
71.4
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation
SSUL
71.22
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning
SDR
70.1
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
PLOP
70.09
PLOP: Learning without Forgetting for Continual Semantic Segmentation
MiB
70.08
PLOP: Learning without Forgetting for Continual Semantic Segmentation
PLOPLong
69.37
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation
ILT
61.3
Incremental Learning Techniques for Semantic Segmentation
LWF
55.0
Learning without Forgetting
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