Panoptic Segmentation on COCO test-dev

Metric: PQst (higher is better)

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#	Model↕	PQst▼	Extra Data	Paper	Date↕	Code
1	MaskConver (ResNet50, single-scale)	58.9	No	MaskConver: Revisiting Pure Convolution Model fo...	2023-12-11	Code
2	kMaX-DeepLab (single-scale)	49	No	kMaX-DeepLab: k-means Mask Transformer	2022-07-08	Code
3	Mask2Former (Swin-L)	48.1	No	Masked-attention Mask Transformer for Universal ...	2021-12-02	Code
4	Panoptic SegFormer (Swin-L)	47	No	Panoptic SegFormer: Delving Deeper into Panoptic...	2021-09-08	Code
5	CMT-DeepLab (single-scale)	46.8	No	CMT-DeepLab: Clustering Mask Transformers for Pa...	2022-06-17	Code
6	Panoptic SegFormer (PVTv2-B5)	46.5	No	Panoptic SegFormer: Delving Deeper into Panoptic...	2021-09-08	Code
7	K-Net (Swin-L)	46.2	No	K-Net: Towards Unified Image Segmentation	2021-06-28	Code
8	MaskFormer (Swin-L)	44.5	No	Per-Pixel Classification is Not All You Need for...	2021-07-13	Code
9	Panoptic SegFormer (ResNet-101)	43	No	Panoptic SegFormer: Delving Deeper into Panoptic...	2021-09-08	Code
10	MaX-DeepLab-L (single-scale)	42.4	No	MaX-DeepLab: End-to-End Panoptic Segmentation wi...	2020-12-01	Code
11	Panoptic SegFormer (ResNet-50)	42.4	No	Panoptic SegFormer: Delving Deeper into Panoptic...	2021-09-08	Code
12	K-Net (R101-FPN-DCN)	39.7	No	K-Net: Towards Unified Image Segmentation	2021-06-28	Code
13	REFINE (ResNeXt-101-DCN)	39.2	No	-	-	-
14	Panoptic FCN*++ (DCN-101-FPN)	38.2	No	Fully Convolutional Networks for Panoptic Segmen...	2020-12-01	Code
15	Panoptic-DeepLab (SWideRNet-[1, 1, 4], multi-scale)	38.2	No	Scaling Wide Residual Networks for Panoptic Segm...	2020-11-23	-
16	SpatialFlow(ResNet-101-FPN)	37.9	No	SpatialFlow: Bridging All Tasks for Panoptic Seg...	2019-10-19	Code
17	REFINE (ResNet-101-DCN)	37.7	No	-	-	-
18	Ada-Segment (ResNet-101-DCN)	37.6	No	Ada-Segment: Automated Multi-loss Adaptation for...	2020-12-07	-
19	DetectoRS (ResNeXt-101-64x4d, multi-scale)	37.2	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
20	Axial-DeepLab-L (multi-scale)	36.8	No	Axial-DeepLab: Stand-Alone Axial-Attention for P...	2020-03-17	Code
21	UPSNet (ResNet-101-FPN)	36.7	No	UPSNet: A Unified Panoptic Segmentation Network	2019-01-12	Code
22	Panoptic-DeepLab (Xception-71)	35.9	No	Panoptic-DeepLab: A Simple, Strong, and Fast Bas...	2019-11-22	Code
23	OCFusion (ResNeXt-101-FPN)	35.7	No	Learning Instance Occlusion for Panoptic Segment...	2019-06-13	Code
24	Axial-DeepLab-L	35.6	No	Axial-DeepLab: Stand-Alone Axial-Attention for P...	2020-03-17	Code
25	COPS (ResNet-50)	34.8	No	Combinatorial Optimization for Panoptic Segmenta...	2021-06-06	Code
26	PCV (ResNet-50)	33.1	No	Pixel Consensus Voting for Panoptic Segmentation	2020-04-04	-
27	AUNet (ResNext-152-FPN)	32.5	No	Attention-guided Unified Network for Panoptic Se...	2018-12-10	-
28	AdaptIS (ResNeXt-101)	31.8	No	AdaptIS: Adaptive Instance Selection Network	2019-09-17	-
29	AUNet (ResNet-152-FPN)	31.6	No	Attention-guided Unified Network for Panoptic Se...	2018-12-10	-
30	GES Net	31.5	No	Generator evaluator-selector net for panoptic im...	2019-08-24	Code
31	AUNet (ResNet-101-FPN)	31.3	No	Attention-guided Unified Network for Panoptic Se...	2018-12-10	-
32	TASCNet	31	No	Learning to Fuse Things and Stuff	2018-12-04	-
33	EPSNet (ResNet-101-FPN)	31	No	EPSNet: Efficient Panoptic Segmentation Network ...	2020-03-23	Code
34	Panoptic FPN	29.7	No	Panoptic Feature Pyramid Networks	2019-01-08	Code
35	JSIS-Net	23.4	No	Panoptic Segmentation with a Joint Semantic and ...	2018-09-06	-

#1MaskConver (ResNet50, single-scale)SOTA
58.9
PQst· 2023-12-11
MaskConver: Revisiting Pure Convolution Model for Panoptic Segmentation Code
#2kMaX-DeepLab (single-scale)SOTA
49
PQst· 2022-07-08
kMaX-DeepLab: k-means Mask Transformer Code
#3Mask2Former (Swin-L)SOTA
48.1
PQst· 2021-12-02
Masked-attention Mask Transformer for Universal Image Segmentation Code
#4Panoptic SegFormer (Swin-L)SOTA
47
PQst· 2021-09-08
Panoptic SegFormer: Delving Deeper into Panoptic Segmentation with Transformers Code
#5CMT-DeepLab (single-scale)
46.8
PQst· 2022-06-17
CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation Code
#6Panoptic SegFormer (PVTv2-B5)
46.5
PQst· 2021-09-08
Panoptic SegFormer: Delving Deeper into Panoptic Segmentation with Transformers Code
#7K-Net (Swin-L)SOTA
46.2
PQst· 2021-06-28
K-Net: Towards Unified Image Segmentation Code
#8MaskFormer (Swin-L)
44.5
PQst· 2021-07-13
Per-Pixel Classification is Not All You Need for Semantic Segmentation Code
#9Panoptic SegFormer (ResNet-101)
43
PQst· 2021-09-08
Panoptic SegFormer: Delving Deeper into Panoptic Segmentation with Transformers Code
#10MaX-DeepLab-L (single-scale)SOTA
42.4
PQst· 2020-12-01
MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers Code
#11Panoptic SegFormer (ResNet-50)
42.4
PQst· 2021-09-08
Panoptic SegFormer: Delving Deeper into Panoptic Segmentation with Transformers Code
#12K-Net (R101-FPN-DCN)
39.7
PQst· 2021-06-28
K-Net: Towards Unified Image Segmentation Code
#13REFINE (ResNeXt-101-DCN)
39.2
PQst
No paper
#14Panoptic FCN*++ (DCN-101-FPN)
38.2
PQst· 2020-12-01
Fully Convolutional Networks for Panoptic Segmentation Code
#15Panoptic-DeepLab (SWideRNet-[1, 1, 4], multi-scale)SOTA
38.2
PQst· 2020-11-23
Scaling Wide Residual Networks for Panoptic Segmentation
#16SpatialFlow(ResNet-101-FPN)SOTA
37.9
PQst· 2019-10-19
SpatialFlow: Bridging All Tasks for Panoptic Segmentation Code
#17REFINE (ResNet-101-DCN)
37.7
PQst
No paper
#18Ada-Segment (ResNet-101-DCN)
37.6
PQst· 2020-12-07
Ada-Segment: Automated Multi-loss Adaptation for Panoptic Segmentation
#19DetectoRS (ResNeXt-101-64x4d, multi-scale)
37.2
PQst· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#20Axial-DeepLab-L (multi-scale)
36.8
PQst· 2020-03-17
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation Code
#21UPSNet (ResNet-101-FPN)SOTA
36.7
PQst· 2019-01-12
UPSNet: A Unified Panoptic Segmentation Network Code
#22Panoptic-DeepLab (Xception-71)
35.9
PQst· 2019-11-22
Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation Code
#23OCFusion (ResNeXt-101-FPN)
35.7
PQst· 2019-06-13
Learning Instance Occlusion for Panoptic Segmentation Code
#24Axial-DeepLab-L
35.6
PQst· 2020-03-17
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation Code
#25COPS (ResNet-50)
34.8
PQst· 2021-06-06
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach Code
#26PCV (ResNet-50)
33.1
PQst· 2020-04-04
Pixel Consensus Voting for Panoptic Segmentation
#27AUNet (ResNext-152-FPN)SOTA
32.5
PQst· 2018-12-10
Attention-guided Unified Network for Panoptic Segmentation
#28AdaptIS (ResNeXt-101)
31.8
PQst· 2019-09-17
AdaptIS: Adaptive Instance Selection Network
#29AUNet (ResNet-152-FPN)
31.6
PQst· 2018-12-10
Attention-guided Unified Network for Panoptic Segmentation
#30GES Net
31.5
PQst· 2019-08-24
Generator evaluator-selector net for panoptic image segmentation and splitting unfamiliar objects into parts Code
#31AUNet (ResNet-101-FPN)
31.3
PQst· 2018-12-10
Attention-guided Unified Network for Panoptic Segmentation
#32TASCNetSOTA
31
PQst· 2018-12-04
Learning to Fuse Things and Stuff
#33EPSNet (ResNet-101-FPN)
31
PQst· 2020-03-23
EPSNet: Efficient Panoptic Segmentation Network with Cross-layer Attention Fusion Code
#34Panoptic FPN
29.7
PQst· 2019-01-08
Panoptic Feature Pyramid Networks Code
#35JSIS-NetSOTA
23.4
PQst· 2018-09-06
Panoptic Segmentation with a Joint Semantic and Instance Segmentation Network