TASK
DATASET
MODEL
METRIC NAME
METRIC VALUE
GLOBAL RANK
EXTRA DATA
REMOVE
Panoptic Segmentation
ADE20K val
OneFormer (Swin-L, single-scale, 640x640)
PQ
49.8
# 11
Panoptic Segmentation
ADE20K val
OneFormer (Swin-L, single-scale, 640x640)
AP
35.9
# 8
Panoptic Segmentation
ADE20K val
OneFormer (Swin-L, single-scale, 640x640)
mIoU
57.0
# 8
Panoptic Segmentation
ADE20K val
OneFormer (Swin-L, single-scale, 1280x1280)
PQ
51.4
# 6
Panoptic Segmentation
ADE20K val
OneFormer (Swin-L, single-scale, 1280x1280)
AP
37.8
# 3
Panoptic Segmentation
ADE20K val
OneFormer (Swin-L, single-scale, 1280x1280)
mIoU
57.0
# 8
Instance Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale)
AP
36.0
# 5
Instance Segmentation
ADE20K val
OneFormer (Swin-L, single-scale)
AP
35.9
# 6
Semantic Segmentation
ADE20K val
OneFormer (DiNAT-L, multi-scale, 640x640)
mIoU
58.4
# 9
Semantic Segmentation
ADE20K val
OneFormer (Swin-L, multi-scale, 640x640)
mIoU
57.7
# 16
Panoptic Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 640x640)
PQ
50.5
# 8
Panoptic Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 640x640)
AP
36.0
# 7
Panoptic Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 640x640)
mIoU
58.3
# 4
Panoptic Segmentation
ADE20K val
OneFormer (ConvNeXt-L, single-scale, 640x640)
PQ
50.0
# 10
Panoptic Segmentation
ADE20K val
OneFormer (ConvNeXt-L, single-scale, 640x640)
AP
36.2
# 6
Panoptic Segmentation
ADE20K val
OneFormer (ConvNeXt-L, single-scale, 640x640)
mIoU
56.6
# 10
Semantic Segmentation
ADE20K val
OneFormer (InternImage-H, emb_dim=256, multi-scale, 896x896)
mIoU
60.8
# 5
Instance Segmentation
ADE20K val
OneFormer (InternImage-H, emb_dim=1024, single-scale, 896x896, COCO-Pretrained)
AP
44.2
# 1
Instance Segmentation
ADE20K val
OneFormer (InternImage-H, emb_dim=1024, single-scale, 896x896, COCO-Pretrained)
APS
23.7
# 1
Instance Segmentation
ADE20K val
OneFormer (InternImage-H, emb_dim=1024, single-scale, 896x896, COCO-Pretrained)
APM
49.9
# 1
Instance Segmentation
ADE20K val
OneFormer (InternImage-H, emb_dim=1024, single-scale, 896x896, COCO-Pretrained)
APL
64.3
# 1
Panoptic Segmentation
ADE20K val
OneFormer (ConvNeXt-XL, single-scale, 640x640)
PQ
50.1
# 9
Panoptic Segmentation
ADE20K val
OneFormer (ConvNeXt-XL, single-scale, 640x640)
AP
36.3
# 5
Panoptic Segmentation
ADE20K val
OneFormer (ConvNeXt-XL, single-scale, 640x640)
mIoU
57.4
# 7
Panoptic Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 1280x1280)
PQ
51.5
# 5
Panoptic Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 1280x1280)
AP
37.1
# 4
Panoptic Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 1280x1280)
mIoU
58.3
# 4
Semantic Segmentation
ADE20K val
OneFormer (DiNAT-L, multi-scale, 896x896)
mIoU
58.6
# 8
Semantic Segmentation
ADE20K val
OneFormer (Swin-L, multi-scale, 896x896)
mIoU
58.3
# 12
Panoptic Segmentation
ADE20K val
OneFormer (InternImage-H, emb_dim=256, single-scale, 896x896)
PQ
54.5
# 1
Panoptic Segmentation
ADE20K val
OneFormer (InternImage-H, emb_dim=256, single-scale, 896x896)
AP
40.2
# 1
Panoptic Segmentation
ADE20K val
OneFormer (InternImage-H, emb_dim=256, single-scale, 896x896)
mIoU
60.4
# 1
Panoptic Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 1280x1280, COCO-Pretrain)
PQ
53.4
# 3
Panoptic Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 1280x1280, COCO-Pretrain)
mIoU
58.9
# 3
Instance Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 1280x1280, COCO-pretrain)
AP
40.2
# 3
Instance Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 1280x1280, COCO-pretrain)
APS
19.2
# 2
Instance Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 1280x1280, COCO-pretrain)
APM
44.4
# 2
Instance Segmentation
ADE20K val
OneFormer (DiNAT-L, single-scale, 1280x1280, COCO-pretrain)
APL
59.7
# 2
Panoptic Segmentation
Cityscapes test
OneFormer (ConvNeXt-L, single-scale, Mapillary Vistas-Pretrained)
PQ
68.0
# 1
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-L, single-scale)
PQ
68.51
# 3
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-L, single-scale)
mIoU
83.0
# 10
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-L, single-scale)
AP
46.5
# 4
Instance Segmentation
Cityscapes val
OneFormer (InternImage-H, emb_dim=256, single-scale)
mask AP
50.6
# 1
Instance Segmentation
Cityscapes val
OneFormer (ConvNeXt-L, single-scale, Mapillary-Pretrained)
mask AP
48.7
# 3
Semantic Segmentation
Cityscapes val
OneFormer (ConvNeXt-XL, Mapillary, multi-scale)
mIoU
85.8
# 8
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-L, single-scale, 512x1024, Mapillary Vistas-pretrained)
PQ
70.1
# 1
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-L, single-scale, 512x1024, Mapillary Vistas-pretrained)
PQst
74.1
# 1
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-L, single-scale, 512x1024, Mapillary Vistas-pretrained)
PQth
64.6
# 1
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-L, single-scale, 512x1024, Mapillary Vistas-pretrained)
mIoU
84.6
# 3
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-L, single-scale, 512x1024, Mapillary Vistas-pretrained)
AP
48.7
# 1
Instance Segmentation
Cityscapes val
OneFormer (Swin-L, single-scale)
mask AP
45.6
# 5
Instance Segmentation
Cityscapes val
OneFormer (DiNAT-L, single-scale)
mask AP
45.6
# 5
Semantic Segmentation
Cityscapes val
OneFormer (Swin-L, multi-scale)
mIoU
84.4
# 15
Panoptic Segmentation
Cityscapes val
OneFormer (Swin-L, single-scale)
PQ
67.2
# 11
Panoptic Segmentation
Cityscapes val
OneFormer (Swin-L, single-scale)
mIoU
83.0
# 10
Panoptic Segmentation
Cityscapes val
OneFormer (Swin-L, single-scale)
AP
45.6
# 6
Panoptic Segmentation
Cityscapes val
OneFormer (DiNAT-L, single-scale)
PQ
67.6
# 9
Panoptic Segmentation
Cityscapes val
OneFormer (DiNAT-L, single-scale)
mIoU
83.1
# 9
Panoptic Segmentation
Cityscapes val
OneFormer (DiNAT-L, single-scale)
AP
45.6
# 6
Semantic Segmentation
Cityscapes val
OneFormer (ConvNeXt-XL, multi-scale)
mIoU
84.6
# 13
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-XL, single-scale)
PQ
68.4
# 6
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-XL, single-scale)
mIoU
83.6
# 6
Panoptic Segmentation
Cityscapes val
OneFormer (ConvNeXt-XL, single-scale)
AP
46.7
# 3
Panoptic Segmentation
COCO minival
OneFormer (InternImage-H, emb_dim=1024, single-scale)
PQ
60.0
# 1
Panoptic Segmentation
COCO minival
OneFormer (InternImage-H, emb_dim=1024, single-scale)
PQth
67.1
# 1
Panoptic Segmentation
COCO minival
OneFormer (InternImage-H, emb_dim=1024, single-scale)
PQst
49.2
# 1
Panoptic Segmentation
COCO minival
OneFormer (InternImage-H, emb_dim=1024, single-scale)
AP
52.0
# 2
Panoptic Segmentation
COCO minival
OneFormer (InternImage-H, emb_dim=1024, single-scale)
mIoU
68.8
# 1
Panoptic Segmentation
COCO minival
OneFormer (DiNAT-L, single-scale)
PQ
58.0
# 9
Panoptic Segmentation
COCO minival
OneFormer (DiNAT-L, single-scale)
PQth
64.3
# 6
Panoptic Segmentation
COCO minival
OneFormer (DiNAT-L, single-scale)
PQst
48.4
# 6
Panoptic Segmentation
COCO minival
OneFormer (DiNAT-L, single-scale)
AP
49.2
# 4
Panoptic Segmentation
COCO minival
OneFormer (DiNAT-L, single-scale)
mIoU
68.1
# 3
Panoptic Segmentation
COCO minival
OneFormer (Swin-L, single-scale)
PQ
57.9
# 11
Panoptic Segmentation
COCO minival
OneFormer (Swin-L, single-scale)
PQth
64.4
# 5
Panoptic Segmentation
COCO minival
OneFormer (Swin-L, single-scale)
PQst
48.0
# 10
Panoptic Segmentation
COCO minival
OneFormer (Swin-L, single-scale)
AP
49.0
# 6
Panoptic Segmentation
COCO minival
OneFormer (Swin-L, single-scale)
mIoU
67.4
# 4
Instance Segmentation
COCO val (panoptic labels)
OneFormer (DiNAT-L, single-scale)
AP
49.2
# 2
Instance Segmentation
COCO val (panoptic labels)
OneFormer (Swin-L, single-scale)
AP
49.0
# 4
Instance Segmentation
COCO val (panoptic labels)
OneFormer (InternImage-H, emb_dim=1024, single-scale)
AP
52.0
# 1
Semantic Segmentation
Mapillary val
OneFormer (DiNAT-L, multi-scale)
mIoU
64.9
# 2
Panoptic Segmentation
Mapillary val
OneFormer (ConvNeXt-L, single-scale)
PQ
46.4
# 2
Panoptic Segmentation
Mapillary val
OneFormer (ConvNeXt-L, single-scale)
mIoU
61.6
# 2
Panoptic Segmentation
Mapillary val
OneFormer (ConvNeXt-L, single-scale)
PQth
40.6
# 2
Panoptic Segmentation
Mapillary val
OneFormer (ConvNeXt-L, single-scale)
PQst
54.0
# 2
Panoptic Segmentation
Mapillary val
OneFormer (DiNAT-L, single-scale)
PQ
46.7
# 1
Panoptic Segmentation
Mapillary val
OneFormer (DiNAT-L, single-scale)
mIoU
61.7
# 1
Panoptic Segmentation
Mapillary val
OneFormer (DiNAT-L, single-scale)
PQth
40.5
# 3
Panoptic Segmentation
Mapillary val
OneFormer (DiNAT-L, single-scale)
PQst
54.9
# 1
Semantic Segmentation
MS COCO
OneFormer (DiNAT-L, single-scale)
mIoU
68.1
# 2
Semantic Segmentation
MS COCO
OneFormer (Swin-L, single-scale)
mIoU
67.4
# 3
Semantic Segmentation
MS COCO
OneFormer (InternImage-H, emb_dim=1024, single-scale)
mIoU
68.8
# 1