task_path
stringlengths
3
199
dataset
stringlengths
1
128
model_name
stringlengths
1
223
paper_url
stringlengths
21
601
metric_name
stringlengths
1
50
metric_value
stringlengths
1
9.22k
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-13 BN
http://arxiv.org/abs/1409.1556v6
Accuracy - Corrupted Images
28.3
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-13 BN
http://arxiv.org/abs/1409.1556v6
Accuracy - Clean Images
38.4
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-16 (lpf2)
https://arxiv.org/abs/1904.11486v2
Accuracy - All Images
33.5
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-16 (lpf2)
https://arxiv.org/abs/1904.11486v2
Accuracy - Corrupted Images
26.7
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-16 (lpf2)
https://arxiv.org/abs/1904.11486v2
Accuracy - Clean Images
38.5
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-11 BN
http://arxiv.org/abs/1409.1556v6
Accuracy - All Images
32.9
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-11 BN
http://arxiv.org/abs/1409.1556v6
Accuracy - Corrupted Images
25.8
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-11 BN
http://arxiv.org/abs/1409.1556v6
Accuracy - Clean Images
37.1
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (IN-C_zoom_blur)
https://arxiv.org/abs/2007.00644v2
Accuracy - All Images
32.7
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (IN-C_zoom_blur)
https://arxiv.org/abs/2007.00644v2
Accuracy - Corrupted Images
28.3
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (IN-C_zoom_blur)
https://arxiv.org/abs/2007.00644v2
Accuracy - Clean Images
36.6
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-13
http://arxiv.org/abs/1409.1556v6
Accuracy - All Images
32.4
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-13
http://arxiv.org/abs/1409.1556v6
Accuracy - Corrupted Images
26.4
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-13
http://arxiv.org/abs/1409.1556v6
Accuracy - Clean Images
36.5
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-11
http://arxiv.org/abs/1409.1556v6
Accuracy - All Images
31.5
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-11
http://arxiv.org/abs/1409.1556v6
Accuracy - Corrupted Images
25.2
Domain Adaptation > Domain Generalization
VizWiz-Classification
VGG-11
http://arxiv.org/abs/1409.1556v6
Accuracy - Clean Images
36.1
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (IN-C_greyscale)
https://arxiv.org/abs/2007.00644v2
Accuracy - All Images
30.2
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (IN-C_greyscale)
https://arxiv.org/abs/2007.00644v2
Accuracy - Corrupted Images
24.3
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (IN-C_greyscale)
https://arxiv.org/abs/2007.00644v2
Accuracy - Clean Images
34.3
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (adv-train-free)
https://arxiv.org/abs/1904.12843v2
Accuracy - All Images
26.7
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (adv-train-free)
https://arxiv.org/abs/1904.12843v2
Accuracy - Corrupted Images
20.5
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (adv-train-free)
https://arxiv.org/abs/1904.12843v2
Accuracy - Clean Images
30.9
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (SIN)
https://arxiv.org/abs/1811.12231v3
Accuracy - All Images
25.3
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (SIN)
https://arxiv.org/abs/1811.12231v3
Accuracy - Corrupted Images
20.4
Domain Adaptation > Domain Generalization
VizWiz-Classification
ResNet-50 (SIN)
https://arxiv.org/abs/1811.12231v3
Accuracy - Clean Images
30
Domain Adaptation > Domain Generalization
VizWiz-Classification
AlexNet (lpf3)
https://arxiv.org/abs/1904.11486v2
Accuracy - All Images
23.1
Domain Adaptation > Domain Generalization
VizWiz-Classification
AlexNet (lpf3)
https://arxiv.org/abs/1904.11486v2
Accuracy - Corrupted Images
17.5
Domain Adaptation > Domain Generalization
VizWiz-Classification
AlexNet (lpf3)
https://arxiv.org/abs/1904.11486v2
Accuracy - Clean Images
26.8
Domain Adaptation > Domain Generalization
VizWiz-Classification
AlexNet (lpf2)
https://arxiv.org/abs/1904.11486v2
Accuracy - All Images
22.8
Domain Adaptation > Domain Generalization
VizWiz-Classification
AlexNet (lpf2)
https://arxiv.org/abs/1904.11486v2
Accuracy - Corrupted Images
18.2
Domain Adaptation > Domain Generalization
VizWiz-Classification
AlexNet (lpf2)
https://arxiv.org/abs/1904.11486v2
Accuracy - Clean Images
26.8
Domain Adaptation > Domain Generalization
VizWiz-Classification
AlexNet (lpf5)
https://arxiv.org/abs/1904.11486v2
Accuracy - All Images
22.7
Domain Adaptation > Domain Generalization
VizWiz-Classification
AlexNet (lpf5)
https://arxiv.org/abs/1904.11486v2
Accuracy - Corrupted Images
18.4
Domain Adaptation > Domain Generalization
VizWiz-Classification
AlexNet (lpf5)
https://arxiv.org/abs/1904.11486v2
Accuracy - Clean Images
26.8
Domain Adaptation > Domain Generalization
VizWiz-Classification
ViT-8/B-224
https://arxiv.org/abs/2010.11929v2
Accuracy - Clean Images
450
Domain Adaptation > Domain Generalization
ImageNet-Sketch
Model soups (BASIC-L)
https://arxiv.org/abs/2203.05482v3
Top-1 accuracy
77.18
Domain Adaptation > Domain Generalization
ImageNet-Sketch
Model soups (ViT-G/14)
https://arxiv.org/abs/2203.05482v3
Top-1 accuracy
74.24
Domain Adaptation > Domain Generalization
ImageNet-Sketch
CAR-FT (CLIP, ViT-L/14@336px)
https://arxiv.org/abs/2211.16175v1
Top-1 accuracy
65.5
Domain Adaptation > Domain Generalization
ImageNet-Sketch
ConvNeXt-XL (Im21k, 384)
https://arxiv.org/abs/2201.03545v2
Top-1 accuracy
55.0
Domain Adaptation > Domain Generalization
ImageNet-Sketch
CAFormer-B36 (IN21K, 384)
https://arxiv.org/abs/2210.13452v4
Top-1 accuracy
54.5
Domain Adaptation > Domain Generalization
ImageNet-Sketch
LLE (ViT-H/14, MAE, Edge Aug)
https://arxiv.org/abs/2212.04825v2
Top-1 accuracy
53.39
Domain Adaptation > Domain Generalization
ImageNet-Sketch
ConvFormer-B36 (IN21K, 384)
https://arxiv.org/abs/2210.13452v4
Top-1 accuracy
52.9
Domain Adaptation > Domain Generalization
ImageNet-Sketch
CAFormer-B36 (IN21K)
https://arxiv.org/abs/2210.13452v4
Top-1 accuracy
52.8
Domain Adaptation > Domain Generalization
ImageNet-Sketch
ConvFormer-B36 (IN21K)
https://arxiv.org/abs/2210.13452v4
Top-1 accuracy
52.7
Domain Adaptation > Domain Generalization
ImageNet-Sketch
MAE (ViT-H, 448)
https://arxiv.org/abs/2111.06377v2
Top-1 accuracy
50.9
Domain Adaptation > Domain Generalization
ImageNet-Sketch
MAE+DAT (ViT-H)
https://arxiv.org/abs/2209.07735v1
Top-1 accuracy
50.03
Domain Adaptation > Domain Generalization
ImageNet-Sketch
GPaCo (ViT-L)
https://arxiv.org/abs/2209.12400v2
Top-1 accuracy
48.3
Domain Adaptation > Domain Generalization
ImageNet-Sketch
Discrete Adversarial Distillation (ViT-B, 224)
https://arxiv.org/abs/2311.01441v2
Top-1 accuracy
46.1
Domain Adaptation > Domain Generalization
ImageNet-Sketch
Pyramid Adversarial Training Improves ViT (Im21k)
https://arxiv.org/abs/2111.15121v2
Top-1 accuracy
46.03
Domain Adaptation > Domain Generalization
ImageNet-Sketch
SEER (RegNet10B)
https://arxiv.org/abs/2202.08360v2
Top-1 accuracy
45.6
Domain Adaptation > Domain Generalization
ImageNet-Sketch
DrViT
https://arxiv.org/abs/2111.10493v2
Top-1 accuracy
44.72
Domain Adaptation > Domain Generalization
ImageNet-Sketch
CAFormer-B36
https://arxiv.org/abs/2210.13452v4
Top-1 accuracy
42.5
Domain Adaptation > Domain Generalization
ImageNet-Sketch
Pyramid Adversarial Training Improves ViT
https://arxiv.org/abs/2111.15121v2
Top-1 accuracy
41.04
Domain Adaptation > Domain Generalization
ImageNet-Sketch
ConvFormer-B36
https://arxiv.org/abs/2210.13452v4
Top-1 accuracy
39.5
Domain Adaptation > Domain Generalization
ImageNet-Sketch
Sequencer2D-L
https://arxiv.org/abs/2205.01972v4
Top-1 accuracy
35.8
Domain Adaptation > Domain Generalization
TerraIncognita
UniDG + CORAL + ConvNeXt-B
https://arxiv.org/abs/2310.10008v1
Average Accuracy
69.6
Domain Adaptation > Domain Generalization
TerraIncognita
GMDG (RegNetY-16GF, SWAD)
https://arxiv.org/abs/2402.18853v2
Average Accuracy
65
Domain Adaptation > Domain Generalization
TerraIncognita
MIRO (RegNetY-16GF, SWAD)
https://arxiv.org/abs/2203.10789v2
Average Accuracy
64.3
Domain Adaptation > Domain Generalization
TerraIncognita
CAR-FT (CLIP, ViT-B/16)
https://arxiv.org/abs/2211.16175v1
Average Accuracy
61.9
Domain Adaptation > Domain Generalization
TerraIncognita
Ensemble of Averages (RegNetY-16GF)
https://arxiv.org/abs/2110.10832v4
Average Accuracy
61.1
Domain Adaptation > Domain Generalization
TerraIncognita
GMDG (RegNetY-16GF)
https://arxiv.org/abs/2402.18853v2
Average Accuracy
60.7
Domain Adaptation > Domain Generalization
TerraIncognita
SIMPLE+
https://openreview.net/forum?id=BqrPeZ_e5P
Average Accuracy
59.0
Domain Adaptation > Domain Generalization
TerraIncognita
VL2V-SD (CLIP, ViT-B/16)
https://arxiv.org/abs/2310.08255v2
Average Accuracy
58.54
Domain Adaptation > Domain Generalization
TerraIncognita
SIMPLE
https://openreview.net/forum?id=BqrPeZ_e5P
Average Accuracy
57.6
Domain Adaptation > Domain Generalization
TerraIncognita
SEDGE+
https://arxiv.org/abs/2203.04600v1
Average Accuracy
56.8
Domain Adaptation > Domain Generalization
TerraIncognita
SEDGE
https://arxiv.org/abs/2203.04600v1
Average Accuracy
56.8
Domain Adaptation > Domain Generalization
TerraIncognita
CADG
https://arxiv.org/abs/2203.17067v3
Average Accuracy
55.7
Domain Adaptation > Domain Generalization
TerraIncognita
Ensemble of Averages (ResNeXt-50 32x4d)
https://arxiv.org/abs/2110.10832v4
Average Accuracy
55.2
Domain Adaptation > Domain Generalization
TerraIncognita
EOQ (ResNet-50)
https://arxiv.org/abs/2410.06020v1
Average Accuracy
53.2
Domain Adaptation > Domain Generalization
TerraIncognita
GMDG (ResNet-50, SWAD)
https://arxiv.org/abs/2402.18853v2
Average Accuracy
53.0
Domain Adaptation > Domain Generalization
TerraIncognita
MIRO (ResNet-50, SWAD)
https://arxiv.org/abs/2203.10789v2
Average Accuracy
52.9
Domain Adaptation > Domain Generalization
TerraIncognita
MoA (OpenCLIP, ViT-B/16)
https://arxiv.org/abs/2310.11031v2
Average Accuracy
52.8
Domain Adaptation > Domain Generalization
TerraIncognita
Ensemble of Averages (ResNet-50)
https://arxiv.org/abs/2110.10832v4
Average Accuracy
52.3
Domain Adaptation > Domain Generalization
TerraIncognita
Model Ratatouille
https://arxiv.org/abs/2212.10445v3
Average Accuracy
52
Domain Adaptation > Domain Generalization
TerraIncognita
VNE (ResNet-50, SWAD)
https://arxiv.org/abs/2304.01434v1
Average Accuracy
51.7
Domain Adaptation > Domain Generalization
TerraIncognita
GMDG (ResNet-50)
https://arxiv.org/abs/2402.18853v2
Average Accuracy
51.1
Domain Adaptation > Domain Generalization
TerraIncognita
QT-DoG (ResNet-50)
https://arxiv.org/abs/2410.06020v1
Average Accuracy
50.8
Domain Adaptation > Domain Generalization
TerraIncognita
AdaClust (ResNet-50, SWAD)
https://arxiv.org/abs/2112.04766v2
Average Accuracy
50.6
Domain Adaptation > Domain Generalization
TerraIncognita
SPG (CLIP, ViT-B/16)
https://arxiv.org/abs/2404.19286v2
Average Accuracy
50.2
Domain Adaptation > Domain Generalization
TerraIncognita
SWAD (ResNet-50)
https://arxiv.org/abs/2102.08604v4
Average Accuracy
50.0
Domain Adaptation > Domain Generalization
TerraIncognita
POEM
https://arxiv.org/abs/2305.13046v1
Average Accuracy
49.5
Domain Adaptation > Domain Generalization
TerraIncognita
DREAME
https://arxiv.org/abs/2112.09802v3
Average Accuracy
48.66
Domain Adaptation > Domain Generalization
TerraIncognita
GMoE-S/16
https://arxiv.org/abs/2206.04046v6
Average Accuracy
48.5
Domain Adaptation > Domain Generalization
TerraIncognita
AdaClust (ResNet-50)
https://arxiv.org/abs/2112.04766v2
Average Accuracy
48.1
Domain Adaptation > Domain Generalization
TerraIncognita
Fishr(ResNet-50)
https://arxiv.org/abs/2109.02934v3
Average Accuracy
47.4
Domain Adaptation > Domain Generalization
NICO Animal
NAS-OoD
https://arxiv.org/abs/2109.02038v1
Accuracy
88.72
Domain Adaptation > Domain Generalization
NICO Animal
DecAug (Resnet-18)
https://arxiv.org/abs/2012.09382v1
Accuracy
85.23
Domain Adaptation > Domain Generalization
NICO Animal
JiGen (Resnet-18)
http://arxiv.org/abs/1903.06864v2
Accuracy
84.95
Domain Adaptation > Domain Generalization
NICO Animal
CORAL (Resnet-18)
http://arxiv.org/abs/1607.01719v1
Accuracy
80.27
Domain Adaptation > Domain Generalization
NICO Animal
DRO (Resnet-18)
https://arxiv.org/abs/1911.08731v2
Accuracy
77.61
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
Crafting-Shifts(ResNet18)
https://arxiv.org/abs/2409.19774v1
Accuracy
70.37
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
MCL (ResNet18)
https://arxiv.org/abs/2304.03709v1
Accuracy
69.86
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
ProRandConv (ResNet18)
https://arxiv.org/abs/2304.00424v1
Accuracy
68.88
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
CADA (ResNet18)
https://ieeexplore.ieee.org/document/10031006
Accuracy
68.41
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
ITTA (ResNet18)
https://arxiv.org/abs/2304.04494v2
Accuracy
68.4
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
XDED (ResNet18)
https://arxiv.org/abs/2211.14058v1
Accuracy
66.5
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
ABA (ResNet18)
https://arxiv.org/abs/2307.09520v2
Accuracy
66.36
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
GeoTexAug (ResNet18)
http://openaccess.thecvf.com//content/CVPR2022/html/Liu_Geometric_and_Textural_Augmentation_for_Domain_Gap_Reduction_CVPR_2022_paper.html
Accuracy
65.0
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
SagNet (ResNet18)
https://arxiv.org/abs/1910.11645v4
Accuracy
61.9