10-shot image generation on Cityscapes test

Metric: PQ (higher is better)

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#	Model↕	PQ▼	Extra Data	Paper	Date↕	Code
1	OneFormer (ConvNeXt-L, single-scale, Mapillary Vistas-Pretrained)	68	Yes	OneFormer: One Transformer to Rule Universal Ima...	2022-11-10	Code
2	Panoptic-DeepLab (SWideRNet [1, 1, 4.5], Mapillary, multi-scale)	67.8	Yes	Scaling Wide Residual Networks for Panoptic Segm...	2020-11-23	-
3	EfficientPS	67.1	Yes	EfficientPS: Efficient Panoptic Segmentation	2020-04-05	Code
4	Axial-DeepLab-XL (Mapillary Vistas, multi-scale)	66.6	Yes	Axial-DeepLab: Stand-Alone Axial-Attention for P...	2020-03-17	Code
5	kMaX-DeepLab (single-scale)	66.2	No	kMaX-DeepLab: k-means Mask Transformer	2022-07-08	Code
6	Panoptic-Deeplab	65.5	Yes	Panoptic-DeepLab: A Simple, Strong, and Fast Bas...	2019-11-22	Code
7	EfficientPS (Cityscapes-fine)	62.9	No	EfficientPS: Efficient Panoptic Segmentation	2020-04-05	Code
8	SOGNet (ResNet-50)	60	No	SOGNet: Scene Overlap Graph Network for Panoptic...	2019-11-18	Code
9	COPS (ResNet-50)	60	No	Combinatorial Optimization for Panoptic Segmenta...	2021-06-06	Code
10	Dynamically Instantiated Network	55.4	No	Pixelwise Instance Segmentation with a Dynamical...	2017-04-07	Code

#1OneFormer (ConvNeXt-L, single-scale, Mapillary Vistas-Pretrained)SOTA
68
PQ· Extra Data· 2022-11-10
OneFormer: One Transformer to Rule Universal Image Segmentation Code
#2Panoptic-DeepLab (SWideRNet [1, 1, 4.5], Mapillary, multi-scale)SOTA
67.8
PQ· Extra Data· 2020-11-23
Scaling Wide Residual Networks for Panoptic Segmentation
#3EfficientPSSOTA
67.1
PQ· Extra Data· 2020-04-05
EfficientPS: Efficient Panoptic Segmentation Code
#4Axial-DeepLab-XL (Mapillary Vistas, multi-scale)SOTA
66.6
PQ· Extra Data· 2020-03-17
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation Code
#5kMaX-DeepLab (single-scale)
66.2
PQ· 2022-07-08
kMaX-DeepLab: k-means Mask Transformer Code
#6Panoptic-DeeplabSOTA
65.5
PQ· Extra Data· 2019-11-22
Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation Code
#7EfficientPS (Cityscapes-fine)
62.9
PQ· 2020-04-05
EfficientPS: Efficient Panoptic Segmentation Code
#8SOGNet (ResNet-50)SOTA
60
PQ· 2019-11-18
SOGNet: Scene Overlap Graph Network for Panoptic Segmentation Code
#9COPS (ResNet-50)
60
PQ· 2021-06-06
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach Code
#10Dynamically Instantiated NetworkSOTA
55.4
PQ· 2017-04-07
Pixelwise Instance Segmentation with a Dynamically Instantiated Network Code