Panoptic Segmentation on Cityscapes val

Metric: PQth (higher is better)

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#	Model↕	PQth▼	Extra Data	Paper	Date↕	Code
1	OneFormer (ConvNeXt-L, single-scale, 512x1024, Mapillary Vistas-pretrained)	64.6	Yes	OneFormer: One Transformer to Rule Universal Ima...	2022-11-10	Code
2	EfficientPS	63.2	Yes	EfficientPS: Efficient Panoptic Segmentation	2020-04-05	Code
3	AFF-Base (single-scale, point-based Mask2Former)	62.5	No	AutoFocusFormer: Image Segmentation off the Grid	2023-04-24	Code
4	AFF-Small (single-scale, point-based Mask2Former)	61.5	No	AutoFocusFormer: Image Segmentation off the Grid	2023-04-24	Code
5	EfficientPS (Cityscapes-fine)	61	No	EfficientPS: Efficient Panoptic Segmentation	2020-04-05	Code
6	Panoptic FCN* (Swin-L, Cityscapes-fine)	59.5	No	Fully Convolutional Networks for Panoptic Segmen...	2020-12-01	Code
7	AdaptIS (ResNeXt-101)	58.7	No	AdaptIS: Adaptive Instance Selection Network	2019-09-17	-
8	UPSNet (ResNet-101, multiscale)	57.6	Yes	UPSNet: A Unified Panoptic Segmentation Network	2019-01-12	Code
9	AdaptIS (ResNet-101)	57.5	No	AdaptIS: Adaptive Instance Selection Network	2019-09-17	-
10	UPSNet (ResNet-101)	57	Yes	UPSNet: A Unified Panoptic Segmentation Network	2019-01-12	Code
11	TASCNet (ResNet-50, multi-scale)	56.1	Yes	Learning to Fuse Things and Stuff	2018-12-04	-
12	TASCNet (ResNet-50)	56	Yes	Learning to Fuse Things and Stuff	2018-12-04	-
13	AdaptIS (ResNet-50)	55.8	No	AdaptIS: Adaptive Instance Selection Network	2019-09-17	-
14	COPS (ResNet-50)	55.1	No	Combinatorial Optimization for Panoptic Segmenta...	2021-06-06	Code
15	Panoptic FCN* (ResNet-FPN)	54.8	No	Fully Convolutional Networks for Panoptic Segmen...	2020-12-01	Code
16	AUNet (ResNet-101-FPN)	54.8	No	Attention-guided Unified Network for Panoptic Se...	2018-12-10	-
17	Mask2Former + Intra-Batch Supervision (ResNet-50)	54.7	No	Intra-Batch Supervision for Panoptic Segmentatio...	2023-04-17	Code
18	UPSNet (ResNet-50)	54.6	No	UPSNet: A Unified Panoptic Segmentation Network	2019-01-12	Code
19	MRCNN + PSPNet (ResNet-101)	54	Yes	Panoptic Segmentation	2018-01-03	Code
20	Mask R-CNN+COCO	54	No	Mask R-CNN	2017-03-20	Code
21	Panoptic FPN (ResNet-101)	52	No	Panoptic Feature Pyramid Networks	2019-01-08	Code
22	Dynamically Instantiated Network (ResNet-101)	42.5	No	Weakly- and Semi-Supervised Panoptic Segmentation	2018-08-10	Code

#1OneFormer (ConvNeXt-L, single-scale, 512x1024, Mapillary Vistas-pretrained)SOTA
64.6
PQth· Extra Data· 2022-11-10
OneFormer: One Transformer to Rule Universal Image Segmentation Code
#2EfficientPSSOTA
63.2
PQth· Extra Data· 2020-04-05
EfficientPS: Efficient Panoptic Segmentation Code
#3AFF-Base (single-scale, point-based Mask2Former)
62.5
PQth· 2023-04-24
AutoFocusFormer: Image Segmentation off the Grid Code
#4AFF-Small (single-scale, point-based Mask2Former)
61.5
PQth· 2023-04-24
AutoFocusFormer: Image Segmentation off the Grid Code
#5EfficientPS (Cityscapes-fine)
61
PQth· 2020-04-05
EfficientPS: Efficient Panoptic Segmentation Code
#6Panoptic FCN* (Swin-L, Cityscapes-fine)
59.5
PQth· 2020-12-01
Fully Convolutional Networks for Panoptic Segmentation Code
#7AdaptIS (ResNeXt-101)SOTA
58.7
PQth· 2019-09-17
AdaptIS: Adaptive Instance Selection Network
#8UPSNet (ResNet-101, multiscale)SOTA
57.6
PQth· Extra Data· 2019-01-12
UPSNet: A Unified Panoptic Segmentation Network Code
#9AdaptIS (ResNet-101)
57.5
PQth· 2019-09-17
AdaptIS: Adaptive Instance Selection Network
#10UPSNet (ResNet-101)
57
PQth· Extra Data· 2019-01-12
UPSNet: A Unified Panoptic Segmentation Network Code
#11TASCNet (ResNet-50, multi-scale)SOTA
56.1
PQth· Extra Data· 2018-12-04
Learning to Fuse Things and Stuff
#12TASCNet (ResNet-50)
56
PQth· Extra Data· 2018-12-04
Learning to Fuse Things and Stuff
#13AdaptIS (ResNet-50)
55.8
PQth· 2019-09-17
AdaptIS: Adaptive Instance Selection Network
#14COPS (ResNet-50)
55.1
PQth· 2021-06-06
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach Code
#15Panoptic FCN* (ResNet-FPN)
54.8
PQth· 2020-12-01
Fully Convolutional Networks for Panoptic Segmentation Code
#16AUNet (ResNet-101-FPN)
54.8
PQth· 2018-12-10
Attention-guided Unified Network for Panoptic Segmentation
#17Mask2Former + Intra-Batch Supervision (ResNet-50)
54.7
PQth· 2023-04-17
Intra-Batch Supervision for Panoptic Segmentation on High-Resolution Images Code
#18UPSNet (ResNet-50)
54.6
PQth· 2019-01-12
UPSNet: A Unified Panoptic Segmentation Network Code
#19MRCNN + PSPNet (ResNet-101)
54
PQth· Extra Data· 2018-01-03
Panoptic Segmentation Code
#20Mask R-CNN+COCOSOTA
54
PQth· 2017-03-20
Mask R-CNN Code
#21Panoptic FPN (ResNet-101)
52
PQth· 2019-01-08
Panoptic Feature Pyramid Networks Code
#22Dynamically Instantiated Network (ResNet-101)
42.5
PQth· 2018-08-10
Weakly- and Semi-Supervised Panoptic Segmentation Code