Share your thoughts, 1 month free Claude Pro on usSee more

Semantic Segmentation on COCO Stuff (val)

63.3mIoU

DINO2-L14 + LILA

Updated 8d ago

Evaluation Results

Method
DINO2-L14 + LILA 2026.04	63.3	81.4	-	-	-	-	-
DINO2-L14 + LILA 2026.04	62.8	81.1	-	-	-	-	-
UPLiFT 2026.01	62.55	81.57	-	-	-	-	-
DINO2-B14 + LILA 2026.04	62.4	81.2	-	-	-	-	-
LoftUp 2026.01	62.19	81.35	-	-	-	-	-
AnyUp 2026.01	62.08	81.31	-	-	-	-	-
FeatUp 2026.01	61.77	80.99	-	-	-	-	-
JAFAR 2026.01	61.71	81.01	-	-	-	-	-
DINO2-B14 + FlowFeat 2026.04	60.4	79.8	-	-	-	-	-
DINO2-S14 + LILA 2026.04	59.6	79.8	-	-	-	-	-
Bilinear 2026.01	59.41	79.28	-	-	-	-	-
DINO2-L14 2026.04	58.7	78.1	-	-	-	-	-
DINO2-B14 2026.04	58.5	78.2	-	-	-	-	-
LiFT-2× 2026.01	58.28	78.97	-	-	-	-	-
DINO2-S14 + FlowFeat 2026.04	58	78.7	-	-	-	-	-
LiFT 2026.01	57.42	78.46	-	-	-	-	-
DINO2-S14 2026.04	56.6	77.2	-	-	-	-	-
Nearest 2026.01	56.41	77.11	-	-	-	-	-
Leopart 2022.04	53.5	-	-	-	-	-	-
CrOC 2023.03	52.6	-	-	-	-	-	-
CrOC 2023.03	51.7	-	-	-	-	-	-
Leopart 2022.04	51.2	-	-	-	-	-	-
Mask2Former 2024.03	50.6	-	-	-	-	-	-
CrOC 2023.03	49.7	-	-	-	-	-	-
Sup. ViT 2022.04	49	-	-	-	-	-	-
VICRegL 2023.03	48.2	-	-	-	-	-	-
Full Dataset 2026.05	48.19	-	-	-	-	-	-
DINO 2022.04	47.7	-	-	-	-	-	-
DenseCL 2023.03	47.5	-	-	-	-	-	-
Full Dataset 2026.05	46.69	-	-	-	-	-	-
ReSim 2023.03	46.5	-	-	-	-	-	-
CP2 2023.03	46.5	-	-	-	-	-	-
DINO 2023.03	46.2	-	-	-	-	-	-
SwAV 2022.04	46	-	-	-	-	-	-
PixPro 2023.03	45.9	-	-	-	-	-	-
Full tuning 2024.03	45.89	-	-	-	-	-	-
DyT† N = 4 2024.03	45.71	-	-	-	-	-	-
DyT 2024.03	45.63	-	-	-	-	-	-
ORL 2023.03	45.6	-	-	-	-	-	-
LoRA 2024.03	45.53	-	-	-	-	-	-
AdaptFormer 2024.03	45.33	-	-	-	-	-	-
Dynamic-Full 2024.03	45.2	-	-	-	-	-	-
VPT 2024.03	44.87	-	-	-	-	-	-
Sup. ResNet 2022.04	44.4	-	-	-	-	-	-
SoCo 2023.03	44.2	-	-	-	-	-	-
DeepLabv3+ 2024.03	44.2	-	-	-	-	-	-
Linear 2024.03	44.16	-	-	-	-	-	-
Leopart 2022.04	43.8	-	-	-	-	-	-
Leopart 2022.04	43.6	-	-	-	-	-	-
DHR 2024.03	41.1	-	-	-	-	-	-
DenseCL 2022.04	40.9	-	-	-	-	-	-
BYOL 2023.03	39.8	-	-	-	-	-	-
MAE 2023.03	39.6	-	-	-	-	-	-
DHR 2024.03	37.4	-	-	-	-	-	-
MARS 2024.03	35.7	-	-	-	-	-	-
D3S2 2026.05	35.49	-	-	-	-	-	-
Sup. ViT 2022.04	35.1	-	-	-	-	-	-
SwAV 2022.04	33.1	-	-	-	-	-	-
PSPNet50 2020.04	32.6	-	-	-	-	-	-
ReCo+ 2022.06	32.6	54.1	-	-	-	-	-
MoCo-v2 2022.04	32.6	-	-	-	-	-	-
Herding 2026.05	32.5	-	-	-	-	-	-
Uniform 2026.05	32.46	-	-	-	-	-	-
DINO 2022.04	32.1	-	-	-	-	-	-
MaskContrast 2022.04	32	-	-	-	-	-	-
BiSeNet 2018.08	31.3	65.5	-	-	-	-	-
D3S2 2026.05	31.19	-	-	-	-	-	-
Sup. ResNet 2022.04	30.8	-	-	-	-	-	-
D3S2 2026.05	30.66	-	-	-	-	-	-
DenseCL 2022.04	30.3	-	-	-	-	-	-
K-Center 2026.05	30.19	-	-	-	-	-	-
Random 2026.05	29.79	-	-	-	-	-	-
ICNet 2020.04	29.1	-	-	-	-	-	-
Herding 2026.05	28.98	-	-	-	-	-	-
Uniform 2026.05	28.96	-	-	-	-	-	-
BiSeNet V2-L 2020.04	28.7	63.5	-	-	-	-	-
MoCo-v2 2022.04	28.3	-	-	-	-	-	-
STEGO 2022.06	28.2	56.9	-	-	-	-	-
BiSeNet 2018.08	28.1	63.2	-	-	-	-	-
FreeDa 2024.11	27.8	-	-	-	-	-	-
Uniform 2026.05	27.54	-	-	-	-	-	-
FCN-8S 2020.04	27.2	60.4	-	-	-	-	-
Herding 2026.05	27.14	-	-	-	-	-	-
Deeplab 2020.04	26.9	57.8	-	-	-	-	-
D3S2 2026.05	26.87	-	-	-	-	-	-
CASS 2024.11	26.7	-	-	-	-	-	-
Random 2026.05	26.43	-	-	-	-	-	-
ReCo 2024.08	26.3	-	-	-	-	-	-
ReCo 2022.06	26.3	46.1	-	-	-	-	-
K-Center 2026.05	26.3	-	-	-	-	-	-
ProxyCLIP 2024.11	26.2	-	-	-	-	-	-
D3S2 2026.05	26.16	-	-	-	-	-	-
MaskContrast 2022.04	25.6	-	-	-	-	-	-
BiSeNet V2 2020.04	25.2	60.5	-	-	-	-	-
FOSSIL 2024.11	24.8	-	-	-	-	-	-
Random 2026.05	24.75	-	-	-	-	-	-
CLIP-DINOiser 2024.11	24.6	-	-	-	-	-	-
K-Center 2026.05	24.58	-	-	-	-	-	-
Deeplab-v2 2018.08	24	58.2	-	-	-	-	-
CoDe 2024.04	23.9	-	-	-	-	-	-

Showing 100 of 186 rows