Semantic Segmentation on Cityscapes val

Metric: PQst (higher is better)

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#	Model↕	PQst▼	Extra Data	Paper	Date↕	Code
1	OneFormer (ConvNeXt-L, single-scale, 512x1024, Mapillary Vistas-pretrained)	74.1	Yes	OneFormer: One Transformer to Rule Universal Ima...	2022-11-10	Code
2	AFF-Base (single-scale, point-based Mask2Former)	71.5	No	AutoFocusFormer: Image Segmentation off the Grid	2023-04-24	Code
3	AFF-Small (single-scale, point-based Mask2Former)	70.8	No	AutoFocusFormer: Image Segmentation off the Grid	2023-04-24	Code
4	Panoptic FCN* (Swin-L, Cityscapes-fine)	70.6	No	Fully Convolutional Networks for Panoptic Segmen...	2020-12-01	Code
5	EfficientPS	70.3	Yes	EfficientPS: Efficient Panoptic Segmentation	2020-04-05	Code
6	EfficientPS (Cityscapes-fine)	67.7	No	EfficientPS: Efficient Panoptic Segmentation	2020-04-05	Code
7	Mask2Former + Intra-Batch Supervision (ResNet-50)	67.3	No	Intra-Batch Supervision for Panoptic Segmentatio...	2023-04-17	Code
8	COPS (ResNet-50)	67.2	No	Combinatorial Optimization for Panoptic Segmenta...	2021-06-06	Code
9	Panoptic FCN* (ResNet-50-FPN)	66.6	No	Fully Convolutional Networks for Panoptic Segmen...	2020-12-01	Code
10	MRCNN + PSPNet (ResNet-101)	66.4	Yes	Panoptic Segmentation	2018-01-03	Code
11	UPSNet (ResNet-101, multiscale)	64.8	Yes	UPSNet: A Unified Panoptic Segmentation Network	2019-01-12	Code
12	AdaptIS (ResNeXt-101)	64.4	No	AdaptIS: Adaptive Instance Selection Network	2019-09-17	-
13	TASCNet (ResNet-50, multi-scale)	63.3	Yes	Learning to Fuse Things and Stuff	2018-12-04	-
14	UPSNet (ResNet-101)	63	Yes	UPSNet: A Unified Panoptic Segmentation Network	2019-01-12	Code
15	AdaptIS (ResNet-101)	62.9	No	AdaptIS: Adaptive Instance Selection Network	2019-09-17	-
16	UPSNet (ResNet-50)	62.7	No	UPSNet: A Unified Panoptic Segmentation Network	2019-01-12	Code
17	Panoptic FPN (ResNet-101)	62.5	No	Panoptic Feature Pyramid Networks	2019-01-08	Code
18	AUNet (ResNet-101-FPN)	62.1	No	Attention-guided Unified Network for Panoptic Se...	2018-12-10	-
19	Dynamically Instantiated Network (ResNet-101)	62.1	No	Weakly- and Semi-Supervised Panoptic Segmentation	2018-08-10	Code
20	TASCNet (ResNet-50)	61.5	Yes	Learning to Fuse Things and Stuff	2018-12-04	-
21	AdaptIS (ResNet-50)	61.3	No	AdaptIS: Adaptive Instance Selection Network	2019-09-17	-

#1OneFormer (ConvNeXt-L, single-scale, 512x1024, Mapillary Vistas-pretrained)SOTA
74.1
PQst· Extra Data· 2022-11-10
OneFormer: One Transformer to Rule Universal Image Segmentation Code
#2AFF-Base (single-scale, point-based Mask2Former)
71.5
PQst· 2023-04-24
AutoFocusFormer: Image Segmentation off the Grid Code
#3AFF-Small (single-scale, point-based Mask2Former)
70.8
PQst· 2023-04-24
AutoFocusFormer: Image Segmentation off the Grid Code
#4Panoptic FCN* (Swin-L, Cityscapes-fine)SOTA
70.6
PQst· 2020-12-01
Fully Convolutional Networks for Panoptic Segmentation Code
#5EfficientPSSOTA
70.3
PQst· Extra Data· 2020-04-05
EfficientPS: Efficient Panoptic Segmentation Code
#6EfficientPS (Cityscapes-fine)
67.7
PQst· 2020-04-05
EfficientPS: Efficient Panoptic Segmentation Code
#7Mask2Former + Intra-Batch Supervision (ResNet-50)
67.3
PQst· 2023-04-17
Intra-Batch Supervision for Panoptic Segmentation on High-Resolution Images Code
#8COPS (ResNet-50)
67.2
PQst· 2021-06-06
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach Code
#9Panoptic FCN* (ResNet-50-FPN)
66.6
PQst· 2020-12-01
Fully Convolutional Networks for Panoptic Segmentation Code
#10MRCNN + PSPNet (ResNet-101)SOTA
66.4
PQst· Extra Data· 2018-01-03
Panoptic Segmentation Code
#11UPSNet (ResNet-101, multiscale)
64.8
PQst· Extra Data· 2019-01-12
UPSNet: A Unified Panoptic Segmentation Network Code
#12AdaptIS (ResNeXt-101)
64.4
PQst· 2019-09-17
AdaptIS: Adaptive Instance Selection Network
#13TASCNet (ResNet-50, multi-scale)
63.3
PQst· Extra Data· 2018-12-04
Learning to Fuse Things and Stuff
#14UPSNet (ResNet-101)
63
PQst· Extra Data· 2019-01-12
UPSNet: A Unified Panoptic Segmentation Network Code
#15AdaptIS (ResNet-101)
62.9
PQst· 2019-09-17
AdaptIS: Adaptive Instance Selection Network
#16UPSNet (ResNet-50)
62.7
PQst· 2019-01-12
UPSNet: A Unified Panoptic Segmentation Network Code
#17Panoptic FPN (ResNet-101)
62.5
PQst· 2019-01-08
Panoptic Feature Pyramid Networks Code
#18AUNet (ResNet-101-FPN)
62.1
PQst· 2018-12-10
Attention-guided Unified Network for Panoptic Segmentation
#19Dynamically Instantiated Network (ResNet-101)
62.1
PQst· 2018-08-10
Weakly- and Semi-Supervised Panoptic Segmentation Code
#20TASCNet (ResNet-50)
61.5
PQst· Extra Data· 2018-12-04
Learning to Fuse Things and Stuff
#21AdaptIS (ResNet-50)
61.3
PQst· 2019-09-17
AdaptIS: Adaptive Instance Selection Network