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