Panoptic Segmentation on COCO test-dev

Metric: PQth (higher is better)

LeaderboardDataset

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Results

#	Model↕	PQth▼	Extra Data	Paper	Date↕	Code
1	Mask2Former (Swin-L)	65.1	No	Masked-attention Mask Transformer for Universal ...	2021-12-02	Code
2	kMaX-DeepLab (single-scale)	64.8	No	kMaX-DeepLab: k-means Mask Transformer	2022-07-08	Code
3	Panoptic SegFormer (Swin-L)	62.3	No	Panoptic SegFormer: Delving Deeper into Panoptic...	2021-09-08	Code
4	Panoptic SegFormer (PVTv2-B5)	61.9	No	Panoptic SegFormer: Delving Deeper into Panoptic...	2021-09-08	Code
5	CMT-DeepLab (single-scale)	61.6	No	CMT-DeepLab: Clustering Mask Transformers for Pa...	2022-06-17	Code
6	K-Net (Swin-L)	61.2	No	K-Net: Towards Unified Image Segmentation	2021-06-28	Code
7	REFINE (ResNeXt-101-DCN)	59.6	No	-	-	-
8	Panoptic FCN* (Swin-L)	59.4	No	Fully Convolutional Networks for Panoptic Segmen...	2020-12-01	Code
9	MaskFormer (Swin-L)	59.1	No	Per-Pixel Classification is Not All You Need for...	2021-07-13	Code
10	DetectoRS (ResNeXt-101-64x4d, multi-scale)	58.5	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
11	REFINE (ResNet-101-DCN)	57.5	No	-	-	-
12	MaX-DeepLab-L (single-scale)	57.2	No	MaX-DeepLab: End-to-End Panoptic Segmentation wi...	2020-12-01	Code
13	Panoptic SegFormer (ResNet-101)	56.2	No	Panoptic SegFormer: Delving Deeper into Panoptic...	2021-09-08	Code
14	AUNet (ResNext-152-FPN)	55.8	No	Attention-guided Unified Network for Panoptic Se...	2018-12-10	-
15	Ada-Segment (ResNet-101-DCN)	55.7	No	Ada-Segment: Automated Multi-loss Adaptation for...	2020-12-07	-
16	SpatialFlow(ResNet-101-FPN)	55.5	No	SpatialFlow: Bridging All Tasks for Panoptic Seg...	2019-10-19	Code
17	Panoptic SegFormer (ResNet-50)	55.3	No	Panoptic SegFormer: Delving Deeper into Panoptic...	2021-09-08	Code
18	AUNet (ResNet-152-FPN)	54.7	No	Attention-guided Unified Network for Panoptic Se...	2018-12-10	-
19	AUNet (ResNet-101-FPN)	54.4	No	Attention-guided Unified Network for Panoptic Se...	2018-12-10	-
20	K-Net (R101-FPN-DCN)	54	No	K-Net: Towards Unified Image Segmentation	2021-06-28	Code
21	OCFusion (ResNeXt-101-FPN)	54	No	Learning Instance Occlusion for Panoptic Segment...	2019-06-13	Code
22	Panoptic FCN*++ (DCN-101-FPN)	53.7	No	Fully Convolutional Networks for Panoptic Segmen...	2020-12-01	Code
23	UPSNet (ResNet-101-FPN)	53.2	No	UPSNet: A Unified Panoptic Segmentation Network	2019-01-12	Code
24	Panoptic-DeepLab (SWideRNet-[1, 1, 4], multi-scale)	52	No	Scaling Wide Residual Networks for Panoptic Segm...	2020-11-23	-
25	AdaptIS (ResNeXt-101)	50.1	No	AdaptIS: Adaptive Instance Selection Network	2019-09-17	-
26	Axial-DeepLab-L (multi-scale)	49.2	No	Axial-DeepLab: Stand-Alone Axial-Attention for P...	2020-03-17	Code
27	Axial-DeepLab-L	48.9	No	Axial-DeepLab: Stand-Alone Axial-Attention for P...	2020-03-17	Code
28	Panoptic FPN	48.3	No	Panoptic Feature Pyramid Networks	2019-01-08	Code
29	TASCNet	47	No	Learning to Fuse Things and Stuff	2018-12-04	-
30	MaskConver (ResNet50, single-scale)	45.6	No	MaskConver: Revisiting Pure Convolution Model fo...	2023-12-11	Code
31	Panoptic-DeepLab (Xception-71)	45.1	No	Panoptic-DeepLab: A Simple, Strong, and Fast Bas...	2019-11-22	Code
32	EPSNet (ResNet-101-FPN)	44.1	No	EPSNet: Efficient Panoptic Segmentation Network ...	2020-03-23	Code
33	COPS (ResNet-50)	41	No	Combinatorial Optimization for Panoptic Segmenta...	2021-06-06	Code
34	PCV (ResNet-50)	40.7	No	Pixel Consensus Voting for Panoptic Segmentation	2020-04-04	-
35	GES Net	35.1	No	Generator evaluator-selector net for panoptic im...	2019-08-24	Code
36	JSIS-Net	29.6	No	Panoptic Segmentation with a Joint Semantic and ...	2018-09-06	-