felixleungsc/paperswithcode-data-evaluation-tables

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 ⌀
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (64×64) - aerial-to-ground	SelectionGAN	http://arxiv.org/abs/1904.06807v2	SSIM	0.6865
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (64×64) - aerial-to-ground	X-Seq	http://arxiv.org/abs/1803.03396v2	SSIM	0.5171
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (64×64) - aerial-to-ground	UniGAN	https://arxiv.org/abs/1912.06112v2	SSIM	0.5064
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (64×64) - aerial-to-ground	UniGAN	https://arxiv.org/abs/1912.06112v2	KL	2.16
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (64×64) - aerial-to-ground	UniGAN	https://arxiv.org/abs/1912.06112v2	LPIPS	0.3817
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (64×64) - aerial-to-ground	UniGAN	https://arxiv.org/abs/1912.06112v2	PSNR	23.3632
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (64×64) - aerial-to-ground	UniGAN	https://arxiv.org/abs/1912.06112v2	SD	16.4788
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (64×64) - aerial-to-ground	X-Fork	http://arxiv.org/abs/1803.03396v2	SSIM	0.4921
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (64×64) - aerial-to-ground	Pix2pix	http://arxiv.org/abs/1611.07004v3	SSIM	0.4808
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	CVACT	Sat2Density	https://arxiv.org/abs/2303.14672v2	LPIPS	0.3842
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Ego2Top	SelectionGAN	http://arxiv.org/abs/1904.06807v2	SSIM	0.6024
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Ego2Top	X-Fork	http://arxiv.org/abs/1803.03396v2	SSIM	0.2740
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Ego2Top	X-Seq	http://arxiv.org/abs/1803.03396v2	SSIM	0.2738
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Ego2Top	Pix2pix	http://arxiv.org/abs/1611.07004v3	SSIM	0.2213
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - ground-to-aerial	SelectionGAN	http://arxiv.org/abs/1904.06807v2	SSIM	0.3284
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - ground-to-aerial	X-Fork	https://arxiv.org/abs/1808.05469v2	SSIM	0.2763
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - ground-to-aerial	X-Seq	http://arxiv.org/abs/1803.03396v2	SSIM	0.2725
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - ground-to-aerial	Pix2pix	http://arxiv.org/abs/1611.07004v3	SSIM	0.2693
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	SelectionGAN	http://arxiv.org/abs/1904.06807v2	SSIM	0.5938
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	LGGAN	https://arxiv.org/abs/1912.12215v3	SSIM	0.5457
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	LGGAN	https://arxiv.org/abs/1912.12215v3	KL	2.18
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	LGGAN	https://arxiv.org/abs/1912.12215v3	PSNR	22.9949
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	LGGAN	https://arxiv.org/abs/1912.12215v3	SD	19.6145
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	X-Seq	http://arxiv.org/abs/1803.03396v2	SSIM	0.5031
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	X-Fork	http://arxiv.org/abs/1803.03396v2	SSIM	0.4963
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	Pix2pix	http://arxiv.org/abs/1611.07004v3	SSIM	0.418
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	UniGAN	https://arxiv.org/abs/1912.06112v2	SSIM	0.3357
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	UniGAN	https://arxiv.org/abs/1912.06112v2	KL	5.17
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	UniGAN	https://arxiv.org/abs/1912.06112v2	PSNR	22.0273
1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation	Dayton (256×256) - aerial-to-ground	UniGAN	https://arxiv.org/abs/1912.06112v2	SD	17.6542
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	VTGAN	https://arxiv.org/abs/2104.06757v3	FID	17.3
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	VTGAN	https://arxiv.org/abs/2104.06757v3	Kernel Inception Distance	0.00053
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	Attention2Angio w/o Perceptual Loss	https://arxiv.org/abs/2007.09191v1	FID	20.7
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	Attention2Angio w/o Perceptual Loss	https://arxiv.org/abs/2007.09191v1	Kernel Inception Distance	0.00392
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	U-GAT-IT	https://arxiv.org/abs/1907.10830v4	FID	24.5
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	U-GAT-IT	https://arxiv.org/abs/1907.10830v4	Kernel Inception Distance	0.00131
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	Attention2Angio	https://arxiv.org/abs/2007.09191v1	FID	24.6
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	Attention2Angio	https://arxiv.org/abs/2007.09191v1	Kernel Inception Distance	0.00087
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	StarGAN-v2	https://arxiv.org/abs/1912.01865v2	FID	27.7
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	StarGAN-v2	https://arxiv.org/abs/1912.01865v2	Kernel Inception Distance	0.00118
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	Fundus2Angio	https://arxiv.org/abs/2005.05267v2	FID	30.3
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	Fundus2Angio	https://arxiv.org/abs/2005.05267v2	Kernel Inception Distance	0.00184
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	pix2pixHD	http://arxiv.org/abs/1711.11585v2	FID	42.8
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	pix2pixHD	http://arxiv.org/abs/1711.11585v2	Kernel Inception Distance	0.00258
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	Attention2Angio w/o Perceptual Loss + Feature Matching Loss	https://arxiv.org/abs/2007.09191v1	FID	47.5
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	Attention2Angio w/o Perceptual Loss + Feature Matching Loss	https://arxiv.org/abs/2007.09191v1	Kernel Inception Distance	0.00595
1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation	Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients	pix2pix	http://arxiv.org/abs/1611.07004v3	FID	48.6
1 Image, 2*2 Stitching > Image-to-Image Translation > Facial Makeup Transfer	CPM-Synt-1	CPM	https://arxiv.org/abs/2104.01867v1	mIOU	0.788
1 Image, 2*2 Stitching > Image-to-Image Translation > Facial Makeup Transfer	CPM-Synt-2	CPM	https://arxiv.org/abs/2104.01867v1	MS-SSIM	0.977
1 Image, 2*2 Stitching > Image-to-Image Translation > Virtual Try-Off	VITON-HD	TryOffDiff	https://arxiv.org/abs/2411.18350v1	DISTS	0.230
Source-Free Domain Adaptation	PACS	SPM	https://arxiv.org/abs/2505.24216v1	Average Accuracy	86.7
Source-Free Domain Adaptation	PACS	DRA	https://arxiv.org/abs/2504.13077v1	Average Accuracy	84.0
Source-Free Domain Adaptation	PACS	NEL	https://openaccess.thecvf.com/content/WACV2022/html/Ahmed_Cleaning_Noisy_Labels_by_Negative_Ensemble_Learning_for_Source-Free_Unsupervised_WACV_2022_paper.html	Average Accuracy	72.4
Source-Free Domain Adaptation	SYNTHIA-to-Cityscapes	STPL	https://arxiv.org/abs/2303.14361v1	mIoU	51.8
Source-Free Domain Adaptation	Cityscapes to Dark Zurich	CMA	https://arxiv.org/abs/2303.05194v3	mIoU	53.6
Source-Free Domain Adaptation	VisDA-2017	RCL	https://arxiv.org/abs/2405.18376v1	Accuracy	93.2
Source-Free Domain Adaptation	VisDA-2017	SFDA2++	https://arxiv.org/abs/2403.10834v1	Accuracy	89.6
Source-Free Domain Adaptation	VisDA-2017	SPM	https://arxiv.org/abs/2505.24216v1	Accuracy	89.4
Source-Free Domain Adaptation	VisDA-2017	SFDA2	https://arxiv.org/abs/2403.10834v1	Accuracy	88.1
Source-Free Domain Adaptation	VisDA-2017	C-SFDA	https://arxiv.org/abs/2303.17132v1	Accuracy	87.8
Source-Free Domain Adaptation	VisDA-2017	DaC	https://arxiv.org/abs/2211.06612v1	Accuracy	87.3
Source-Free Domain Adaptation	VisDA-2017	SHOT++	https://arxiv.org/abs/2012.07297v3	Accuracy	87.3
Source-Free Domain Adaptation	VisDA-2017	NRC	https://arxiv.org/abs/2110.04202v3	Accuracy	85.9
Source-Free Domain Adaptation	VisDA-2017	G-SFDA	https://arxiv.org/abs/2108.01614v2	Accuracy	85.4
Source-Free Domain Adaptation	VisDA-2017	SHOT	https://arxiv.org/abs/2002.08546v6	Accuracy	82.9
Source-Free Domain Adaptation	VIPER-to-Cityscapes	STPL	https://arxiv.org/abs/2303.14361v1	mIoU	52.5
Source-Free Domain Adaptation	Cityscapes to ACDC	CMA	https://arxiv.org/abs/2303.05194v3	mIoU	69.1
Source-Free Domain Adaptation	Cityscapes to ACDC	CMFormer	https://arxiv.org/abs/2307.00371v5	mIoU	60.1
Source-Free Domain Adaptation	GTA5 to Cityscapes	HALO	https://arxiv.org/abs/2306.11180v5	mIoU	73.3
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	GT	https://arxiv.org/abs/2504.15404v1	AP50	50.8
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	SF-UT	https://arxiv.org/abs/2407.07586v1	AP50	45.0
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	LPLD	https://arxiv.org/abs/2407.13524v1	AP50	40.9
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	PETS	https://arxiv.org/abs/2311.13930v1	AP50	40.3
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	DACA	https://arxiv.org/abs/2402.06213v1	AP50	39.9
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	HCL	https://arxiv.org/abs/2110.03374v6	AP50	39.7
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	LPU	https://arxiv.org/abs/2310.12705v1	AP50	38.8
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	IRG	https://arxiv.org/abs/2203.15793v4	AP50	37.1
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	LODS	http://openaccess.thecvf.com//content/CVPR2022/html/Li_Source-Free_Object_Detection_by_Learning_To_Overlook_Domain_Style_CVPR_2022_paper.html	AP50	35.8
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	AASFOD	https://arxiv.org/abs/2301.04265v1	AP50	35.4
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	MT	http://arxiv.org/abs/1703.01780v6	AP50	34.3
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	SFOD-Mosaic	https://arxiv.org/abs/2012.05400v1	AP50	33.5
Source-Free Domain Adaptation > Source Free Object Detection	Cityscapes to Foggy Cityscapes	SFOD	https://arxiv.org/abs/2012.05400v1	AP50	30.6
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	GT	https://arxiv.org/abs/2504.15404v1	R@0.05	0.06
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	GT	https://arxiv.org/abs/2504.15404v1	R@0.3	0.45
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	GT	https://arxiv.org/abs/2504.15404v1	R@0.5	0.65
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	GT	https://arxiv.org/abs/2504.15404v1	R@1.0	0.92
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	GT	https://arxiv.org/abs/2504.15404v1	AUC	0.589
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	GT	https://arxiv.org/abs/2504.15404v1	F1-score	0.758
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	IRG	https://arxiv.org/abs/2003.00707v2	R@0.05	0.05
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	IRG	https://arxiv.org/abs/2003.00707v2	R@0.3	0.05
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	IRG	https://arxiv.org/abs/2003.00707v2	R@0.5	0.07
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	IRG	https://arxiv.org/abs/2003.00707v2	R@1.0	0.09
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	IRG	https://arxiv.org/abs/2003.00707v2	AUC	0.110
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	IRG	https://arxiv.org/abs/2003.00707v2	F1-score	0.120
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	Mexforer	https://arxiv.org/abs/2107.12636v4	R@0.05	0.02
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	Mexforer	https://arxiv.org/abs/2107.12636v4	R@0.3	0.03
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	Mexforer	https://arxiv.org/abs/2107.12636v4	R@0.5	0.03
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	Mexforer	https://arxiv.org/abs/2107.12636v4	R@1.0	0.03
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	Mexforer	https://arxiv.org/abs/2107.12636v4	AUC	0.060
Source-Free Domain Adaptation > Source Free Object Detection	InBreast	Mexforer	https://arxiv.org/abs/2107.12636v4	F1-score	0.090

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (64×64) - aerial-to-ground

SelectionGAN

http://arxiv.org/abs/1904.06807v2

SSIM

0.6865

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (64×64) - aerial-to-ground

X-Seq

http://arxiv.org/abs/1803.03396v2

SSIM

0.5171

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (64×64) - aerial-to-ground

UniGAN

https://arxiv.org/abs/1912.06112v2

SSIM

0.5064

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (64×64) - aerial-to-ground

UniGAN

https://arxiv.org/abs/1912.06112v2

KL

2.16

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (64×64) - aerial-to-ground

UniGAN

https://arxiv.org/abs/1912.06112v2

LPIPS

0.3817

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (64×64) - aerial-to-ground

UniGAN

https://arxiv.org/abs/1912.06112v2

PSNR

23.3632

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (64×64) - aerial-to-ground

UniGAN

https://arxiv.org/abs/1912.06112v2

SD

16.4788

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (64×64) - aerial-to-ground

X-Fork

http://arxiv.org/abs/1803.03396v2

SSIM

0.4921

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (64×64) - aerial-to-ground

Pix2pix

http://arxiv.org/abs/1611.07004v3

SSIM

0.4808

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

CVACT

Sat2Density

https://arxiv.org/abs/2303.14672v2

LPIPS

0.3842

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Ego2Top

SelectionGAN

http://arxiv.org/abs/1904.06807v2

SSIM

0.6024

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Ego2Top

X-Fork

http://arxiv.org/abs/1803.03396v2

SSIM

0.2740

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Ego2Top

X-Seq

http://arxiv.org/abs/1803.03396v2

SSIM

0.2738

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Ego2Top

Pix2pix

http://arxiv.org/abs/1611.07004v3

SSIM

0.2213

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - ground-to-aerial

SelectionGAN

http://arxiv.org/abs/1904.06807v2

SSIM

0.3284

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - ground-to-aerial

X-Fork

https://arxiv.org/abs/1808.05469v2

SSIM

0.2763

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - ground-to-aerial

X-Seq

http://arxiv.org/abs/1803.03396v2

SSIM

0.2725

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - ground-to-aerial

Pix2pix

http://arxiv.org/abs/1611.07004v3

SSIM

0.2693

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

SelectionGAN

http://arxiv.org/abs/1904.06807v2

SSIM

0.5938

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

LGGAN

https://arxiv.org/abs/1912.12215v3

SSIM

0.5457

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

LGGAN

https://arxiv.org/abs/1912.12215v3

KL

2.18

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

LGGAN

https://arxiv.org/abs/1912.12215v3

PSNR

22.9949

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

LGGAN

https://arxiv.org/abs/1912.12215v3

SD

19.6145

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

X-Seq

http://arxiv.org/abs/1803.03396v2

SSIM

0.5031

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

X-Fork

http://arxiv.org/abs/1803.03396v2

SSIM

0.4963

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

Pix2pix

http://arxiv.org/abs/1611.07004v3

SSIM

0.418

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

UniGAN

https://arxiv.org/abs/1912.06112v2

SSIM

0.3357

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

UniGAN

https://arxiv.org/abs/1912.06112v2

KL

5.17

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

UniGAN

https://arxiv.org/abs/1912.06112v2

PSNR

22.0273

1 Image, 2*2 Stitching > Image-to-Image Translation > Cross-View Image-to-Image Translation

Dayton (256×256) - aerial-to-ground

UniGAN

https://arxiv.org/abs/1912.06112v2

SD

17.6542

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

VTGAN

https://arxiv.org/abs/2104.06757v3

FID

17.3

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

VTGAN

https://arxiv.org/abs/2104.06757v3

Kernel Inception Distance

0.00053

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

Attention2Angio w/o Perceptual Loss

https://arxiv.org/abs/2007.09191v1

FID

20.7

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

Attention2Angio w/o Perceptual Loss

https://arxiv.org/abs/2007.09191v1

Kernel Inception Distance

0.00392

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

U-GAT-IT

https://arxiv.org/abs/1907.10830v4

FID

24.5

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

U-GAT-IT

https://arxiv.org/abs/1907.10830v4

Kernel Inception Distance

0.00131

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

Attention2Angio

https://arxiv.org/abs/2007.09191v1

FID

24.6

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

Attention2Angio

https://arxiv.org/abs/2007.09191v1

Kernel Inception Distance

0.00087

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

StarGAN-v2

https://arxiv.org/abs/1912.01865v2

FID

27.7

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

StarGAN-v2

https://arxiv.org/abs/1912.01865v2

Kernel Inception Distance

0.00118

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

Fundus2Angio

https://arxiv.org/abs/2005.05267v2

FID

30.3

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

Fundus2Angio

https://arxiv.org/abs/2005.05267v2

Kernel Inception Distance

0.00184

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

pix2pixHD

http://arxiv.org/abs/1711.11585v2

FID

42.8

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

pix2pixHD

http://arxiv.org/abs/1711.11585v2

Kernel Inception Distance

0.00258

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

Attention2Angio w/o Perceptual Loss + Feature Matching Loss

https://arxiv.org/abs/2007.09191v1

FID

47.5

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

Attention2Angio w/o Perceptual Loss + Feature Matching Loss

https://arxiv.org/abs/2007.09191v1

Kernel Inception Distance

0.00595

1 Image, 2*2 Stitching > Image-to-Image Translation > Fundus to Angiography Generation

Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

pix2pix

http://arxiv.org/abs/1611.07004v3

FID

48.6

1 Image, 2*2 Stitching > Image-to-Image Translation > Facial Makeup Transfer

CPM-Synt-1

CPM

https://arxiv.org/abs/2104.01867v1

mIOU

0.788

1 Image, 2*2 Stitching > Image-to-Image Translation > Facial Makeup Transfer

CPM-Synt-2

CPM

https://arxiv.org/abs/2104.01867v1

MS-SSIM

0.977

1 Image, 2*2 Stitching > Image-to-Image Translation > Virtual Try-Off

VITON-HD

TryOffDiff

https://arxiv.org/abs/2411.18350v1

DISTS

0.230

Source-Free Domain Adaptation

PACS

SPM

https://arxiv.org/abs/2505.24216v1

Average Accuracy

86.7

Source-Free Domain Adaptation

PACS

DRA

https://arxiv.org/abs/2504.13077v1

Average Accuracy

84.0

Source-Free Domain Adaptation

PACS

NEL

https://openaccess.thecvf.com/content/WACV2022/html/Ahmed_Cleaning_Noisy_Labels_by_Negative_Ensemble_Learning_for_Source-Free_Unsupervised_WACV_2022_paper.html

Average Accuracy

72.4

Source-Free Domain Adaptation

SYNTHIA-to-Cityscapes

STPL

https://arxiv.org/abs/2303.14361v1

mIoU

51.8

Source-Free Domain Adaptation

Cityscapes to Dark Zurich

CMA

https://arxiv.org/abs/2303.05194v3

mIoU

53.6

Source-Free Domain Adaptation

VisDA-2017

RCL

https://arxiv.org/abs/2405.18376v1

Accuracy

93.2

Source-Free Domain Adaptation

VisDA-2017

SFDA2++

https://arxiv.org/abs/2403.10834v1

Accuracy

89.6

Source-Free Domain Adaptation

VisDA-2017

SPM

https://arxiv.org/abs/2505.24216v1

Accuracy

89.4

Source-Free Domain Adaptation

VisDA-2017

SFDA2

https://arxiv.org/abs/2403.10834v1

Accuracy

88.1

Source-Free Domain Adaptation

VisDA-2017

C-SFDA

https://arxiv.org/abs/2303.17132v1

Accuracy

87.8

Source-Free Domain Adaptation

VisDA-2017

DaC

https://arxiv.org/abs/2211.06612v1

Accuracy

87.3

Source-Free Domain Adaptation

VisDA-2017

SHOT++

https://arxiv.org/abs/2012.07297v3

Accuracy

87.3

Source-Free Domain Adaptation

VisDA-2017

NRC

https://arxiv.org/abs/2110.04202v3

Accuracy

85.9

Source-Free Domain Adaptation

VisDA-2017

G-SFDA

https://arxiv.org/abs/2108.01614v2

Accuracy

85.4

Source-Free Domain Adaptation

VisDA-2017

SHOT

https://arxiv.org/abs/2002.08546v6

Accuracy

82.9

Source-Free Domain Adaptation

VIPER-to-Cityscapes

STPL

https://arxiv.org/abs/2303.14361v1

mIoU

52.5

Source-Free Domain Adaptation

Cityscapes to ACDC

CMA

https://arxiv.org/abs/2303.05194v3

mIoU

69.1

Source-Free Domain Adaptation

Cityscapes to ACDC

CMFormer

https://arxiv.org/abs/2307.00371v5

mIoU

60.1

Source-Free Domain Adaptation

GTA5 to Cityscapes

HALO

https://arxiv.org/abs/2306.11180v5

mIoU

73.3