Panoptic Segmentation on COCO test-dev

Metric: PQst (higher is better)

LeaderboardDataset

Loading chart...

Results

#	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	-