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9.22k
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
PriMaPs-EM (DINO ViT-S/8)
https://arxiv.org/abs/2404.16818v2
Accuracy
81.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
HP
https://arxiv.org/abs/2303.15014v1
mIoU
18.4
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
HP
https://arxiv.org/abs/2303.15014v1
Accuracy
80.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
GraPix + AUT
https://doi.org/10.1007/978-3-031-78192-6_13
mIoU
14.54
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
Grapix
https://doi.org/10.1007/978-3-031-78192-6_13
mIoU
14.33
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
PiCIE
https://arxiv.org/abs/2103.17070v1
mIoU
12.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
PiCIE
https://arxiv.org/abs/2103.17070v1
Accuracy
65.5
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
MDC
http://arxiv.org/abs/1807.05520v2
mIoU
7.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
MDC
http://arxiv.org/abs/1807.05520v2
Accuracy
40.7
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
Cityscapes test
GraPix
https://doi.org/10.1007/978-3-031-78192-6_13
Pixel Accuracy
64.89
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
ImageNet-S-300
PASS
https://arxiv.org/abs/2106.03149v3
mIoU (val)
18
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
ImageNet-S-300
PASS
https://arxiv.org/abs/2106.03149v3
mIoU (test)
18.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DynaSeg - FSF (ResNet-18 FPN)
https://arxiv.org/abs/2405.05477v4
Clustering [Accuracy]
81.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DynaSeg - FSF (ResNet-18 FPN)
https://arxiv.org/abs/2405.05477v4
Clustering [mIoU]
54.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DiffCut
https://arxiv.org/abs/2406.02842v2
Clustering [mIoU]
49.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
CAUSE (DINOv2, ViT-B/14)
https://arxiv.org/abs/2310.07379v1
Clustering [Accuracy]
78.0
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
CAUSE (DINOv2, ViT-B/14)
https://arxiv.org/abs/2310.07379v1
Clustering [mIoU]
45.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
CAUSE (ViT-B/8)
https://arxiv.org/abs/2310.07379v1
Clustering [Accuracy]
74.9
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
CAUSE (ViT-B/8)
https://arxiv.org/abs/2310.07379v1
Clustering [mIoU]
41.9
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
U2Seg
https://arxiv.org/abs/2312.17243v1
Clustering [Accuracy]
63.9
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
U2Seg
https://arxiv.org/abs/2312.17243v1
Clustering [mIoU]
30.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
PriMaPs+STEGO (DINO ViT-B/8)
https://arxiv.org/abs/2404.16818v2
Clustering [Accuracy]
57.9
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
PriMaPs+STEGO (DINO ViT-B/8)
https://arxiv.org/abs/2404.16818v2
Clustering [mIoU]
29.7
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG (ViT-B/8)
https://arxiv.org/abs/2309.12378v2
Clustering [Accuracy]
58.6
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG (ViT-B/8)
https://arxiv.org/abs/2309.12378v2
Clustering [mIoU]
29.0
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG (ViT-B/8)
https://arxiv.org/abs/2309.12378v2
Linear Classifier [mIoU]
41.6
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG (ViT-B/8)
https://arxiv.org/abs/2309.12378v2
Linear Classifier [Accuracy]
75.5
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
STEGO (ViT-B/8)
https://arxiv.org/abs/2203.08414v1
Clustering [Accuracy]
56.9
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
STEGO (ViT-B/8)
https://arxiv.org/abs/2203.08414v1
Clustering [mIoU]
28.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EAGLE (DINO, ViT-S/8)
https://arxiv.org/abs/2403.01482v4
Clustering [Accuracy]
64.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EAGLE (DINO, ViT-S/8)
https://arxiv.org/abs/2403.01482v4
Clustering [mIoU]
27.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EAGLE (DINO, ViT-S/8)
https://arxiv.org/abs/2403.01482v4
Linear Classifier [mIoU]
43.9
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EAGLE (DINO, ViT-S/8)
https://arxiv.org/abs/2403.01482v4
Linear Classifier [Accuracy]
76.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
SmooSeg (DINO, ViT-S/8)
null
Clustering [Accuracy]
63.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
SmooSeg (DINO, ViT-S/8)
null
Clustering [mIoU]
26.7
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG w/ 3D-LHP (ViT-S/8)
https://arxiv.org/abs/2309.12378v2
Clustering [Accuracy]
55.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG w/ 3D-LHP (ViT-S/8)
https://arxiv.org/abs/2309.12378v2
Clustering [mIoU]
26.7
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG w/ 3D-LHP (ViT-S/8)
https://arxiv.org/abs/2309.12378v2
Linear Classifier [mIoU]
37.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG w/ 3D-LHP (ViT-S/8)
https://arxiv.org/abs/2309.12378v2
Linear Classifier [Accuracy]
73.9
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EQUSS
https://arxiv.org/abs/2312.07342v1
Clustering [Accuracy]
53.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EQUSS
https://arxiv.org/abs/2312.07342v1
Clustering [mIoU]
25.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EQUSS
https://arxiv.org/abs/2312.07342v1
Linear Classifier [mIoU]
41.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EQUSS
https://arxiv.org/abs/2312.07342v1
Linear Classifier [Accuracy]
75.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EQUSS (ViT-S)
https://arxiv.org/abs/2312.07342v1
Clustering [Accuracy]
53.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
EQUSS (ViT-S)
https://arxiv.org/abs/2312.07342v1
Clustering [mIoU]
25.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG (ViT-S/8)
https://arxiv.org/abs/2309.12378v2
Clustering [Accuracy]
56.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG (ViT-S/8)
https://arxiv.org/abs/2309.12378v2
Clustering [mIoU]
25.6
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG (ViT-S/8)
https://arxiv.org/abs/2309.12378v2
Linear Classifier [mIoU]
38.9
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
DepthG (ViT-S/8)
https://arxiv.org/abs/2309.12378v2
Linear Classifier [Accuracy]
73.7
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
PriMaPs+HP (DINO ViT-S/8)
https://arxiv.org/abs/2404.16818v2
Clustering [Accuracy]
57.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
PriMaPs+HP (DINO ViT-S/8)
https://arxiv.org/abs/2404.16818v2
Clustering [mIoU]
25.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HP (ViT-S/8)
https://arxiv.org/abs/2303.15014v1
Clustering [Accuracy]
57.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HP (ViT-S/8)
https://arxiv.org/abs/2303.15014v1
Clustering [mIoU]
24.6
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HP (ViT-S/8)
https://arxiv.org/abs/2303.15014v1
Linear Classifier [mIoU]
42.7
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HP (ViT-S/8)
https://arxiv.org/abs/2303.15014v1
Linear Classifier [Accuracy]
75.6
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
STEGO (ViT-S/8)
https://arxiv.org/abs/2203.08414v1
Clustering [mIoU]
24.5
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
STEGO (ViT-S/8)
https://arxiv.org/abs/2203.08414v1
Linear Classifier [mIoU]
38.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
STEGO (ViT-S/8)
https://arxiv.org/abs/2203.08414v1
Linear Classifier [Accuracy]
74.4
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HP (ViT-S/16)
https://arxiv.org/abs/2303.15014v1
Clustering [Accuracy]
54.5
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HP (ViT-S/16)
https://arxiv.org/abs/2303.15014v1
Clustering [mIoU]
24.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HP (ViT-S/16)
https://arxiv.org/abs/2303.15014v1
Linear Classifier [mIoU]
39.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HP (ViT-S/16)
https://arxiv.org/abs/2303.15014v1
Linear Classifier [Accuracy]
74.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
CrOC (ViT-S/16, COCO+)
https://arxiv.org/abs/2303.13245v1
Clustering [mIoU]
21.9
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
ViCE
https://arxiv.org/abs/2111.12460v3
Clustering [Accuracy]
64.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
ViCE
https://arxiv.org/abs/2111.12460v3
Clustering [mIoU]
21.77
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
FS4
https://arxiv.org/abs/2202.11981v1
Clustering [Accuracy]
40.38
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
FS4
https://arxiv.org/abs/2202.11981v1
Clustering [mIoU]
15.69
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
PiCIE + H
https://arxiv.org/abs/2103.17070v1
Clustering [Accuracy]
49.99
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
PiCIE + H
https://arxiv.org/abs/2103.17070v1
Clustering [mIoU]
14.36
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
SGSeg
https://arxiv.org/abs/2210.11810v1
Clustering [Accuracy]
55.7
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
SAN
https://arxiv.org/abs/2211.14513v3
Clustering [Accuracy]
52.0
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
PiCIE
https://arxiv.org/abs/2103.17070v1
Clustering [Accuracy]
48.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
Ours (SlotCon)
https://arxiv.org/abs/2205.15288v2
Clustering [Accuracy]
42.36
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
IIC
https://arxiv.org/abs/1807.06653v4
Clustering [Accuracy]
21.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HCL (ViT-S/8)
https://www.sciencedirect.com/science/article/pii/S0031320325003735
Linear Classifier [mIoU]
47.4
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HCL (ViT-S/8)
https://www.sciencedirect.com/science/article/pii/S0031320325003735
Linear Classifier [Accuracy]
77.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HCL (ViT-S/16)
https://www.sciencedirect.com/science/article/pii/S0031320325003735
Linear Classifier [mIoU]
45.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation
COCO-Stuff-27
HCL (ViT-S/16)
https://www.sciencedirect.com/science/article/pii/S0031320325003735
Linear Classifier [Accuracy]
76.7
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO (Common Objects in Context)
CLIPpy ViT-B
https://arxiv.org/abs/2210.09996v3
Mean IoU (val)
25.5
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
CorrCLIP
https://arxiv.org/abs/2411.10086v1
mIoU
34.0
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
TextRegion
https://arxiv.org/abs/2505.23769v1
mIoU
31.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
Trident
https://arxiv.org/abs/2411.09219v1
mIoU
28.6
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
ProxyCLIP
https://arxiv.org/abs/2408.04883v1
mIoU
26.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
TagAlign
https://arxiv.org/abs/2312.14149v4
mIoU
25.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
TTD (TCL)
https://arxiv.org/abs/2404.00384v2
mIoU
23.7
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
COSMOS ViT-B/16
https://arxiv.org/abs/2412.01814v2
mIoU
23.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
TCL
https://arxiv.org/abs/2212.00785v2
mIoU
22.4
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
TTD (MaskCLIP)
https://arxiv.org/abs/2404.00384v2
mIoU
19.4
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
MaskCLIP
https://arxiv.org/abs/2112.01071v2
mIoU
16.4
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
ReCo
https://arxiv.org/abs/2206.07045v1
mIoU
14.8
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Stuff-171
GroupViT
https://arxiv.org/abs/2202.11094v5
mIoU
11.1
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Object
CorrCLIP
https://arxiv.org/abs/2411.10086v1
mIoU
49.4
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Object
Trident
https://arxiv.org/abs/2411.09219v1
mIoU
42.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Object
ProxyCLIP
https://arxiv.org/abs/2408.04883v1
mIoU
39.2
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Object
TTD (TCL)
https://arxiv.org/abs/2404.00384v2
mIoU
37.4
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Object
CLS-SEG
https://arxiv.org/abs/2312.12828v1
mIoU
35.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Object
TagAlign
https://arxiv.org/abs/2312.14149v4
mIoU
33.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Object
TCL
https://arxiv.org/abs/2212.00785v2
mIoU
31.6
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Object
COSMOS ViT-B/16
https://arxiv.org/abs/2412.01814v2
mIoU
31.3
10-shot image generation > Semantic Segmentation > Unsupervised Semantic Segmentation > Unsupervised Semantic Segmentation with Language-image Pre-training
COCO-Object
GroupViT (RedCaps)
https://arxiv.org/abs/2202.11094v5
mIoU
27.5