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 ⌀
16k > Shadow Removal	ISTD+	ST-CGAN (CVPR 2018) (512x512)	http://arxiv.org/abs/1712.02478v1	PSNR	27.32
16k > Shadow Removal	ISTD+	ST-CGAN (CVPR 2018) (512x512)	http://arxiv.org/abs/1712.02478v1	SSIM	0.829
16k > Shadow Removal	ISTD+	ST-CGAN (CVPR 2018) (512x512)	http://arxiv.org/abs/1712.02478v1	LPIPS	0.252
16k > Shadow Removal	ISTD+	HomoFormer (CVPR 2024) (256x256)	http://openaccess.thecvf.com//content/CVPR2024/html/Xiao_HomoFormer_Homogenized_Transformer_for_Image_Shadow_Removal_CVPR_2024_paper.html	RMSE	3.37
16k > Shadow Removal	ISTD+	HomoFormer (CVPR 2024) (256x256)	http://openaccess.thecvf.com//content/CVPR2024/html/Xiao_HomoFormer_Homogenized_Transformer_for_Image_Shadow_Removal_CVPR_2024_paper.html	PSNR	26.72
16k > Shadow Removal	ISTD+	HomoFormer (CVPR 2024) (256x256)	http://openaccess.thecvf.com//content/CVPR2024/html/Xiao_HomoFormer_Homogenized_Transformer_for_Image_Shadow_Removal_CVPR_2024_paper.html	SSIM	0.732
16k > Shadow Removal	ISTD+	HomoFormer (CVPR 2024) (256x256)	http://openaccess.thecvf.com//content/CVPR2024/html/Xiao_HomoFormer_Homogenized_Transformer_for_Image_Shadow_Removal_CVPR_2024_paper.html	LPIPS	0.348
16k > Shadow Removal	ISTD+	SP+M-Net (ICCV 2019) (256x256)	https://arxiv.org/abs/1908.08628v1	RMSE	3.37
16k > Shadow Removal	ISTD+	SP+M-Net (ICCV 2019) (256x256)	https://arxiv.org/abs/1908.08628v1	PSNR	26.58
16k > Shadow Removal	ISTD+	SP+M-Net (ICCV 2019) (256x256)	https://arxiv.org/abs/1908.08628v1	SSIM	0.717
16k > Shadow Removal	ISTD+	SP+M-Net (ICCV 2019) (256x256)	https://arxiv.org/abs/1908.08628v1	LPIPS	0.373
16k > Shadow Removal	ISTD+	ShadowMaskFormer (arXiv 2024) (256x256)	https://arxiv.org/abs/2404.18433v2	RMSE	3.39
16k > Shadow Removal	ISTD+	ShadowMaskFormer (arXiv 2024) (256x256)	https://arxiv.org/abs/2404.18433v2	PSNR	26.57
16k > Shadow Removal	ISTD+	ShadowMaskFormer (arXiv 2024) (256x256)	https://arxiv.org/abs/2404.18433v2	SSIM	0.698
16k > Shadow Removal	ISTD+	ShadowMaskFormer (arXiv 2024) (256x256)	https://arxiv.org/abs/2404.18433v2	LPIPS	0.395
16k > Shadow Removal	ISTD+	Mask-ShadowGAN (ICCV 2019) (512x512)	https://arxiv.org/abs/1903.10683v3	RMSE	3.42
16k > Shadow Removal	ISTD+	Mask-ShadowGAN (ICCV 2019) (512x512)	https://arxiv.org/abs/1903.10683v3	PSNR	26.51
16k > Shadow Removal	ISTD+	Mask-ShadowGAN (ICCV 2019) (512x512)	https://arxiv.org/abs/1903.10683v3	SSIM	0.865
16k > Shadow Removal	ISTD+	Mask-ShadowGAN (ICCV 2019) (512x512)	https://arxiv.org/abs/1903.10683v3	LPIPS	0.196
16k > Shadow Removal	ISTD+	DSC (TPAMI 2020) (256x256)	https://arxiv.org/abs/1805.04635v2	RMSE	3.44
16k > Shadow Removal	ISTD+	DSC (TPAMI 2020) (256x256)	https://arxiv.org/abs/1805.04635v2	PSNR	26.53
16k > Shadow Removal	ISTD+	DSC (TPAMI 2020) (256x256)	https://arxiv.org/abs/1805.04635v2	SSIM	0.738
16k > Shadow Removal	ISTD+	DSC (TPAMI 2020) (256x256)	https://arxiv.org/abs/1805.04635v2	LPIPS	0.347
16k > Shadow Removal	ISTD+	ShadowDiffusion (CVPR 2023) (256x256)	https://arxiv.org/abs/2212.04711v2	RMSE	3.44
16k > Shadow Removal	ISTD+	ShadowDiffusion (CVPR 2023) (256x256)	https://arxiv.org/abs/2212.04711v2	PSNR	26.51
16k > Shadow Removal	ISTD+	ShadowDiffusion (CVPR 2023) (256x256)	https://arxiv.org/abs/2212.04711v2	SSIM	0.688
16k > Shadow Removal	ISTD+	ShadowDiffusion (CVPR 2023) (256x256)	https://arxiv.org/abs/2212.04711v2	LPIPS	0.404
16k > Shadow Removal	ISTD+	ShadowFormer (AAAI 2023) (256x256)	https://arxiv.org/abs/2302.01650v1	RMSE	3.45
16k > Shadow Removal	ISTD+	ShadowFormer (AAAI 2023) (256x256)	https://arxiv.org/abs/2302.01650v1	PSNR	26.55
16k > Shadow Removal	ISTD+	ShadowFormer (AAAI 2023) (256x256)	https://arxiv.org/abs/2302.01650v1	SSIM	0.728
16k > Shadow Removal	ISTD+	ShadowFormer (AAAI 2023) (256x256)	https://arxiv.org/abs/2302.01650v1	LPIPS	0.35
16k > Shadow Removal	ISTD+	Auto (CVPR 2021) (256x256)	https://arxiv.org/abs/2103.01255v2	RMSE	3.53
16k > Shadow Removal	ISTD+	Auto (CVPR 2021) (256x256)	https://arxiv.org/abs/2103.01255v2	PSNR	26.1
16k > Shadow Removal	ISTD+	Auto (CVPR 2021) (256x256)	https://arxiv.org/abs/2103.01255v2	SSIM	0.718
16k > Shadow Removal	ISTD+	Auto (CVPR 2021) (256x256)	https://arxiv.org/abs/2103.01255v2	LPIPS	0.365
16k > Shadow Removal	ISTD+	DC-ShadowNet (ICCV 2021) (512x512)	https://arxiv.org/abs/2207.10434v2	RMSE	3.64
16k > Shadow Removal	ISTD+	DC-ShadowNet (ICCV 2021) (512x512)	https://arxiv.org/abs/2207.10434v2	PSNR	26.06
16k > Shadow Removal	ISTD+	DC-ShadowNet (ICCV 2021) (512x512)	https://arxiv.org/abs/2207.10434v2	SSIM	0.835
16k > Shadow Removal	ISTD+	DC-ShadowNet (ICCV 2021) (512x512)	https://arxiv.org/abs/2207.10434v2	LPIPS	0.234
16k > Shadow Removal	ISTD+	Mask-ShadowGAN (ICCV 2019) (256x256)	https://arxiv.org/abs/1903.10683v3	RMSE	3.7
16k > Shadow Removal	ISTD+	Mask-ShadowGAN (ICCV 2019) (256x256)	https://arxiv.org/abs/1903.10683v3	PSNR	25.5
16k > Shadow Removal	ISTD+	Mask-ShadowGAN (ICCV 2019) (256x256)	https://arxiv.org/abs/1903.10683v3	SSIM	0.72
16k > Shadow Removal	ISTD+	Mask-ShadowGAN (ICCV 2019) (256x256)	https://arxiv.org/abs/1903.10683v3	LPIPS	0.377
16k > Shadow Removal	ISTD+	ST-CGAN (CVPR 2018) (256x256)	http://arxiv.org/abs/1712.02478v1	RMSE	3.77
16k > Shadow Removal	ISTD+	ST-CGAN (CVPR 2018) (256x256)	http://arxiv.org/abs/1712.02478v1	PSNR	25.74
16k > Shadow Removal	ISTD+	ST-CGAN (CVPR 2018) (256x256)	http://arxiv.org/abs/1712.02478v1	SSIM	0.691
16k > Shadow Removal	ISTD+	ST-CGAN (CVPR 2018) (256x256)	http://arxiv.org/abs/1712.02478v1	LPIPS	0.408
16k > Shadow Removal	ISTD+	DC-ShadowNet (ICCV 2021) (256x256)	https://arxiv.org/abs/2207.10434v2	RMSE	3.89
16k > Shadow Removal	ISTD+	DC-ShadowNet (ICCV 2021) (256x256)	https://arxiv.org/abs/2207.10434v2	PSNR	25.18
16k > Shadow Removal	ISTD+	DC-ShadowNet (ICCV 2021) (256x256)	https://arxiv.org/abs/2207.10434v2	SSIM	0.693
16k > Shadow Removal	ISTD+	DC-ShadowNet (ICCV 2021) (256x256)	https://arxiv.org/abs/2207.10434v2	LPIPS	0.406
16k > Shadow Removal	ISTD+	G2R-ShadowNet (CVPR 2021) (256x256)	https://arxiv.org/abs/2103.12997v1	RMSE	4.37
16k > Shadow Removal	ISTD+	G2R-ShadowNet (CVPR 2021) (256x256)	https://arxiv.org/abs/2103.12997v1	PSNR	24.23
16k > Shadow Removal	ISTD+	G2R-ShadowNet (CVPR 2021) (256x256)	https://arxiv.org/abs/2103.12997v1	SSIM	0.696
16k > Shadow Removal	ISTD+	G2R-ShadowNet (CVPR 2021) (256x256)	https://arxiv.org/abs/2103.12997v1	LPIPS	0.396
16k > Highlight Detection	TvSum	FlashVTG	https://arxiv.org/abs/2412.13441v1	mAP	88
16k > Highlight Detection	TvSum	SG-DETR	https://arxiv.org/abs/2410.01615v1	mAP	87.1
16k > Highlight Detection	TvSum	CG-DETR	https://arxiv.org/abs/2311.08835v4	mAP	86.8
16k > Highlight Detection	TvSum	QD-DETR	https://arxiv.org/abs/2303.13874v1	mAP	86.6
16k > Highlight Detection	TvSum	UVCOM (train from scratch)	https://arxiv.org/abs/2311.16464v1	mAP	86.3
16k > Highlight Detection	TvSum	QD-DETR (only Video)	https://arxiv.org/abs/2303.13874v1	mAP	85.0
16k > Highlight Detection	TvSum	UMT	https://arxiv.org/abs/2203.12745v2	mAP	83.1
16k > Highlight Detection	YouTube Highlights	SG-DETR (w/ PT)	https://arxiv.org/abs/2410.01615v1	mAP	78.0
16k > Highlight Detection	YouTube Highlights	UVCOM	https://arxiv.org/abs/2311.16464v1	mAP	77.4
16k > Highlight Detection	YouTube Highlights	SG-DETR	https://arxiv.org/abs/2410.01615v1	mAP	76.7
16k > Highlight Detection	YouTube Highlights	CG-DETR	https://arxiv.org/abs/2311.08835v4	mAP	75.9
16k > Highlight Detection	YouTube Highlights	FlashVTG	https://arxiv.org/abs/2412.13441v1	mAP	75.4
16k > Highlight Detection	YouTube Highlights	LLMEPET	https://arxiv.org/abs/2407.15051v3	mAP	75.3
16k > Highlight Detection	YouTube Highlights	UMT	https://arxiv.org/abs/2203.12745v2	mAP	74.9
16k > Highlight Detection	QVHighlights	SG-DETR (w/ PT)	https://arxiv.org/abs/2410.01615v1	mAP	44.70
16k > Highlight Detection	QVHighlights	SG-DETR (w/ PT)	https://arxiv.org/abs/2410.01615v1	Hit@1	71.00
16k > Highlight Detection	QVHighlights	FlashVTG	https://arxiv.org/abs/2412.13441v1	mAP	44.09
16k > Highlight Detection	QVHighlights	FlashVTG	https://arxiv.org/abs/2412.13441v1	Hit@1	71.01
16k > Highlight Detection	QVHighlights	SG-DETR	https://arxiv.org/abs/2410.01615v1	mAP	43.76
16k > Highlight Detection	QVHighlights	SG-DETR	https://arxiv.org/abs/2410.01615v1	Hit@1	69.13
16k > Highlight Detection	QVHighlights	VideoLights-B-pt	https://arxiv.org/abs/2412.01558v1	mAP	42.84
16k > Highlight Detection	QVHighlights	VideoLights-B-pt	https://arxiv.org/abs/2412.01558v1	Hit@1	70.56
16k > Highlight Detection	QVHighlights	HL-CLIP	https://arxiv.org/abs/2404.01745v1	mAP	41.94
16k > Highlight Detection	QVHighlights	HL-CLIP	https://arxiv.org/abs/2404.01745v1	Hit@1	70.60
16k > Highlight Detection	QVHighlights	R^2-Tuning	https://arxiv.org/abs/2404.00801v2	mAP	40.75
16k > Highlight Detection	QVHighlights	R^2-Tuning	https://arxiv.org/abs/2404.00801v2	Hit@1	64.20
16k > Highlight Detection	QVHighlights	CG-DETR (w/ PT)	https://arxiv.org/abs/2311.08835v4	mAP	40.71
16k > Highlight Detection	QVHighlights	CG-DETR (w/ PT)	https://arxiv.org/abs/2311.08835v4	Hit@1	66.60
16k > Highlight Detection	QVHighlights	NumPro	https://arxiv.org/abs/2411.10332v2	mAP	40.54
16k > Highlight Detection	QVHighlights	NumPro	https://arxiv.org/abs/2411.10332v2	Hit@1	70.71
16k > Highlight Detection	QVHighlights	UniVTG (w/ PT)	https://arxiv.org/abs/2307.16715v2	mAP	40.54
16k > Highlight Detection	QVHighlights	UniVTG (w/ PT)	https://arxiv.org/abs/2307.16715v2	Hit@1	66.28
16k > Highlight Detection	QVHighlights	CG-DETR	https://arxiv.org/abs/2311.08835v4	mAP	40.33
16k > Highlight Detection	QVHighlights	CG-DETR	https://arxiv.org/abs/2311.08835v4	Hit@1	66.21
16k > Highlight Detection	QVHighlights	LLMEPET	https://arxiv.org/abs/2407.15051v3	mAP	40.33
16k > Highlight Detection	QVHighlights	LLMEPET	https://arxiv.org/abs/2407.15051v3	Hit@1	65.69
16k > Highlight Detection	QVHighlights	UMT (w. PT)	https://arxiv.org/abs/2203.12745v2	mAP	39.12
16k > Highlight Detection	QVHighlights	QD-DETR	https://arxiv.org/abs/2303.13874v1	mAP	39.04
16k > Highlight Detection	QVHighlights	QD-DETR	https://arxiv.org/abs/2303.13874v1	Hit@1	62.87
16k > Highlight Detection	QVHighlights	QD-DETR (only Video)	https://arxiv.org/abs/2303.13874v1	mAP	38.94
16k > Highlight Detection	QVHighlights	QD-DETR (only Video)	https://arxiv.org/abs/2303.13874v1	Hit@1	62.40
16k > Highlight Detection	QVHighlights	QD-DETR (w/ PT)	https://arxiv.org/abs/2303.13874v1	mAP	38.52
16k > Highlight Detection	QVHighlights	QD-DETR (w/ PT)	https://arxiv.org/abs/2303.13874v1	Hit@1	62.27
16k > Highlight Detection	QVHighlights	UniVTG	https://arxiv.org/abs/2307.16715v2	mAP	38.20
16k > Highlight Detection	QVHighlights	UniVTG	https://arxiv.org/abs/2307.16715v2	Hit@1	60.96

16k > Shadow Removal

ISTD+

ST-CGAN (CVPR 2018) (512x512)

http://arxiv.org/abs/1712.02478v1

PSNR

27.32

16k > Shadow Removal

ISTD+

ST-CGAN (CVPR 2018) (512x512)

http://arxiv.org/abs/1712.02478v1

SSIM

0.829

16k > Shadow Removal

ISTD+

ST-CGAN (CVPR 2018) (512x512)

http://arxiv.org/abs/1712.02478v1

LPIPS

0.252

16k > Shadow Removal

ISTD+

HomoFormer (CVPR 2024) (256x256)

http://openaccess.thecvf.com//content/CVPR2024/html/Xiao_HomoFormer_Homogenized_Transformer_for_Image_Shadow_Removal_CVPR_2024_paper.html

RMSE

3.37

16k > Shadow Removal

ISTD+

HomoFormer (CVPR 2024) (256x256)

http://openaccess.thecvf.com//content/CVPR2024/html/Xiao_HomoFormer_Homogenized_Transformer_for_Image_Shadow_Removal_CVPR_2024_paper.html

PSNR

26.72

16k > Shadow Removal

ISTD+

HomoFormer (CVPR 2024) (256x256)

http://openaccess.thecvf.com//content/CVPR2024/html/Xiao_HomoFormer_Homogenized_Transformer_for_Image_Shadow_Removal_CVPR_2024_paper.html

SSIM

0.732

16k > Shadow Removal

ISTD+

HomoFormer (CVPR 2024) (256x256)

http://openaccess.thecvf.com//content/CVPR2024/html/Xiao_HomoFormer_Homogenized_Transformer_for_Image_Shadow_Removal_CVPR_2024_paper.html

LPIPS

0.348

16k > Shadow Removal

ISTD+

SP+M-Net (ICCV 2019) (256x256)

https://arxiv.org/abs/1908.08628v1

RMSE

3.37

16k > Shadow Removal

ISTD+

SP+M-Net (ICCV 2019) (256x256)

https://arxiv.org/abs/1908.08628v1

PSNR

26.58

16k > Shadow Removal

ISTD+

SP+M-Net (ICCV 2019) (256x256)

https://arxiv.org/abs/1908.08628v1

SSIM

0.717

16k > Shadow Removal

ISTD+

SP+M-Net (ICCV 2019) (256x256)

https://arxiv.org/abs/1908.08628v1

LPIPS

0.373

16k > Shadow Removal

ISTD+

ShadowMaskFormer (arXiv 2024) (256x256)

https://arxiv.org/abs/2404.18433v2

RMSE

3.39

16k > Shadow Removal

ISTD+

ShadowMaskFormer (arXiv 2024) (256x256)

https://arxiv.org/abs/2404.18433v2

PSNR

26.57

16k > Shadow Removal

ISTD+

ShadowMaskFormer (arXiv 2024) (256x256)

https://arxiv.org/abs/2404.18433v2

SSIM

0.698

16k > Shadow Removal

ISTD+

ShadowMaskFormer (arXiv 2024) (256x256)

https://arxiv.org/abs/2404.18433v2

LPIPS

0.395

16k > Shadow Removal

ISTD+

Mask-ShadowGAN (ICCV 2019) (512x512)

https://arxiv.org/abs/1903.10683v3

RMSE

3.42

16k > Shadow Removal

ISTD+

Mask-ShadowGAN (ICCV 2019) (512x512)

https://arxiv.org/abs/1903.10683v3

PSNR

26.51

16k > Shadow Removal

ISTD+

Mask-ShadowGAN (ICCV 2019) (512x512)

https://arxiv.org/abs/1903.10683v3

SSIM

0.865

16k > Shadow Removal

ISTD+

Mask-ShadowGAN (ICCV 2019) (512x512)

https://arxiv.org/abs/1903.10683v3

LPIPS

0.196

16k > Shadow Removal

ISTD+

DSC (TPAMI 2020) (256x256)

https://arxiv.org/abs/1805.04635v2

RMSE

3.44

16k > Shadow Removal

ISTD+

DSC (TPAMI 2020) (256x256)

https://arxiv.org/abs/1805.04635v2

PSNR

26.53

16k > Shadow Removal

ISTD+

DSC (TPAMI 2020) (256x256)

https://arxiv.org/abs/1805.04635v2

SSIM

0.738

16k > Shadow Removal

ISTD+

DSC (TPAMI 2020) (256x256)

https://arxiv.org/abs/1805.04635v2

LPIPS

0.347

16k > Shadow Removal

ISTD+

ShadowDiffusion (CVPR 2023) (256x256)

https://arxiv.org/abs/2212.04711v2

RMSE

3.44

16k > Shadow Removal

ISTD+

ShadowDiffusion (CVPR 2023) (256x256)

https://arxiv.org/abs/2212.04711v2

PSNR

26.51

16k > Shadow Removal

ISTD+

ShadowDiffusion (CVPR 2023) (256x256)

https://arxiv.org/abs/2212.04711v2

SSIM

0.688

16k > Shadow Removal

ISTD+

ShadowDiffusion (CVPR 2023) (256x256)

https://arxiv.org/abs/2212.04711v2

LPIPS

0.404

16k > Shadow Removal

ISTD+

ShadowFormer (AAAI 2023) (256x256)

https://arxiv.org/abs/2302.01650v1

RMSE

3.45

16k > Shadow Removal

ISTD+

ShadowFormer (AAAI 2023) (256x256)

https://arxiv.org/abs/2302.01650v1

PSNR

26.55

16k > Shadow Removal

ISTD+

ShadowFormer (AAAI 2023) (256x256)

https://arxiv.org/abs/2302.01650v1

SSIM

0.728

16k > Shadow Removal

ISTD+

ShadowFormer (AAAI 2023) (256x256)

https://arxiv.org/abs/2302.01650v1

LPIPS

0.35

16k > Shadow Removal

ISTD+

Auto (CVPR 2021) (256x256)

https://arxiv.org/abs/2103.01255v2

RMSE

3.53

16k > Shadow Removal

ISTD+

Auto (CVPR 2021) (256x256)

https://arxiv.org/abs/2103.01255v2

PSNR

26.1

16k > Shadow Removal

ISTD+

Auto (CVPR 2021) (256x256)

https://arxiv.org/abs/2103.01255v2

SSIM

0.718

16k > Shadow Removal

ISTD+

Auto (CVPR 2021) (256x256)

https://arxiv.org/abs/2103.01255v2

LPIPS

0.365

16k > Shadow Removal

ISTD+

DC-ShadowNet (ICCV 2021) (512x512)

https://arxiv.org/abs/2207.10434v2

RMSE

3.64

16k > Shadow Removal

ISTD+

DC-ShadowNet (ICCV 2021) (512x512)

https://arxiv.org/abs/2207.10434v2

PSNR

26.06

16k > Shadow Removal

ISTD+

DC-ShadowNet (ICCV 2021) (512x512)

https://arxiv.org/abs/2207.10434v2

SSIM

0.835

16k > Shadow Removal

ISTD+

DC-ShadowNet (ICCV 2021) (512x512)

https://arxiv.org/abs/2207.10434v2

LPIPS

0.234

16k > Shadow Removal

ISTD+

Mask-ShadowGAN (ICCV 2019) (256x256)

https://arxiv.org/abs/1903.10683v3

RMSE

3.7

16k > Shadow Removal

ISTD+

Mask-ShadowGAN (ICCV 2019) (256x256)

https://arxiv.org/abs/1903.10683v3

PSNR

25.5

16k > Shadow Removal

ISTD+

Mask-ShadowGAN (ICCV 2019) (256x256)

https://arxiv.org/abs/1903.10683v3

SSIM

0.72

16k > Shadow Removal

ISTD+

Mask-ShadowGAN (ICCV 2019) (256x256)

https://arxiv.org/abs/1903.10683v3

LPIPS

0.377

16k > Shadow Removal

ISTD+

ST-CGAN (CVPR 2018) (256x256)

http://arxiv.org/abs/1712.02478v1

RMSE

3.77

16k > Shadow Removal

ISTD+

ST-CGAN (CVPR 2018) (256x256)

http://arxiv.org/abs/1712.02478v1

PSNR

25.74

16k > Shadow Removal

ISTD+

ST-CGAN (CVPR 2018) (256x256)

http://arxiv.org/abs/1712.02478v1

SSIM

0.691

16k > Shadow Removal

ISTD+

ST-CGAN (CVPR 2018) (256x256)

http://arxiv.org/abs/1712.02478v1

LPIPS

0.408

16k > Shadow Removal

ISTD+

DC-ShadowNet (ICCV 2021) (256x256)

https://arxiv.org/abs/2207.10434v2

RMSE

3.89

16k > Shadow Removal

ISTD+

DC-ShadowNet (ICCV 2021) (256x256)

https://arxiv.org/abs/2207.10434v2

PSNR

25.18

16k > Shadow Removal

ISTD+

DC-ShadowNet (ICCV 2021) (256x256)

https://arxiv.org/abs/2207.10434v2

SSIM

0.693

16k > Shadow Removal

ISTD+

DC-ShadowNet (ICCV 2021) (256x256)

https://arxiv.org/abs/2207.10434v2

LPIPS

0.406

16k > Shadow Removal

ISTD+

G2R-ShadowNet (CVPR 2021) (256x256)

https://arxiv.org/abs/2103.12997v1

RMSE

4.37

16k > Shadow Removal

ISTD+

G2R-ShadowNet (CVPR 2021) (256x256)

https://arxiv.org/abs/2103.12997v1

PSNR

24.23

16k > Shadow Removal

ISTD+

G2R-ShadowNet (CVPR 2021) (256x256)

https://arxiv.org/abs/2103.12997v1

SSIM

0.696

16k > Shadow Removal

ISTD+

G2R-ShadowNet (CVPR 2021) (256x256)

https://arxiv.org/abs/2103.12997v1

LPIPS

0.396

16k > Highlight Detection

TvSum

FlashVTG

https://arxiv.org/abs/2412.13441v1

mAP

88

16k > Highlight Detection

TvSum

SG-DETR

https://arxiv.org/abs/2410.01615v1

mAP

87.1

16k > Highlight Detection

TvSum

CG-DETR

https://arxiv.org/abs/2311.08835v4

mAP

86.8

16k > Highlight Detection

TvSum

QD-DETR

https://arxiv.org/abs/2303.13874v1

mAP

86.6

16k > Highlight Detection

TvSum

UVCOM (train from scratch)

https://arxiv.org/abs/2311.16464v1

mAP

86.3

16k > Highlight Detection

TvSum

QD-DETR (only Video)

https://arxiv.org/abs/2303.13874v1

mAP

85.0

16k > Highlight Detection

TvSum

UMT

https://arxiv.org/abs/2203.12745v2

mAP

83.1

16k > Highlight Detection

YouTube Highlights

SG-DETR (w/ PT)

https://arxiv.org/abs/2410.01615v1

mAP

78.0

16k > Highlight Detection

YouTube Highlights

UVCOM

https://arxiv.org/abs/2311.16464v1

mAP

77.4

16k > Highlight Detection

YouTube Highlights

SG-DETR

https://arxiv.org/abs/2410.01615v1

mAP

76.7

16k > Highlight Detection

YouTube Highlights

CG-DETR

https://arxiv.org/abs/2311.08835v4

mAP

75.9

16k > Highlight Detection

YouTube Highlights

FlashVTG

https://arxiv.org/abs/2412.13441v1

mAP

75.4

16k > Highlight Detection

YouTube Highlights

LLMEPET

https://arxiv.org/abs/2407.15051v3

mAP

75.3

16k > Highlight Detection

YouTube Highlights

UMT

https://arxiv.org/abs/2203.12745v2

mAP

74.9

16k > Highlight Detection

QVHighlights

SG-DETR (w/ PT)

https://arxiv.org/abs/2410.01615v1

mAP

44.70

16k > Highlight Detection

QVHighlights

SG-DETR (w/ PT)

https://arxiv.org/abs/2410.01615v1

Hit@1

71.00

16k > Highlight Detection

QVHighlights

FlashVTG

https://arxiv.org/abs/2412.13441v1

mAP

44.09

16k > Highlight Detection

QVHighlights

FlashVTG

https://arxiv.org/abs/2412.13441v1

Hit@1

71.01

16k > Highlight Detection

QVHighlights

SG-DETR

https://arxiv.org/abs/2410.01615v1

mAP

43.76

16k > Highlight Detection

QVHighlights

SG-DETR

https://arxiv.org/abs/2410.01615v1

Hit@1

69.13

16k > Highlight Detection

QVHighlights

VideoLights-B-pt

https://arxiv.org/abs/2412.01558v1

mAP

42.84

16k > Highlight Detection

QVHighlights

VideoLights-B-pt

https://arxiv.org/abs/2412.01558v1

Hit@1

70.56

16k > Highlight Detection

QVHighlights

HL-CLIP

https://arxiv.org/abs/2404.01745v1

mAP

41.94

16k > Highlight Detection

QVHighlights

HL-CLIP

https://arxiv.org/abs/2404.01745v1

Hit@1

70.60

16k > Highlight Detection

QVHighlights

R^2-Tuning

https://arxiv.org/abs/2404.00801v2

mAP

40.75

16k > Highlight Detection

QVHighlights

R^2-Tuning

https://arxiv.org/abs/2404.00801v2

Hit@1

64.20

16k > Highlight Detection

QVHighlights

CG-DETR (w/ PT)

https://arxiv.org/abs/2311.08835v4

mAP

40.71

16k > Highlight Detection

QVHighlights

CG-DETR (w/ PT)

https://arxiv.org/abs/2311.08835v4

Hit@1

66.60

16k > Highlight Detection

QVHighlights

NumPro

https://arxiv.org/abs/2411.10332v2

mAP

40.54

16k > Highlight Detection

QVHighlights

NumPro

https://arxiv.org/abs/2411.10332v2

Hit@1

70.71

16k > Highlight Detection

QVHighlights

UniVTG (w/ PT)

https://arxiv.org/abs/2307.16715v2

mAP

40.54

16k > Highlight Detection

QVHighlights

UniVTG (w/ PT)

https://arxiv.org/abs/2307.16715v2

Hit@1

66.28

16k > Highlight Detection

QVHighlights

CG-DETR

https://arxiv.org/abs/2311.08835v4

mAP

40.33

16k > Highlight Detection

QVHighlights

CG-DETR

https://arxiv.org/abs/2311.08835v4

Hit@1

66.21

16k > Highlight Detection

QVHighlights

LLMEPET

https://arxiv.org/abs/2407.15051v3

mAP

40.33

16k > Highlight Detection

QVHighlights

LLMEPET

https://arxiv.org/abs/2407.15051v3

Hit@1

65.69

16k > Highlight Detection

QVHighlights

UMT (w. PT)

https://arxiv.org/abs/2203.12745v2

mAP

39.12

16k > Highlight Detection

QVHighlights

QD-DETR

https://arxiv.org/abs/2303.13874v1

mAP

39.04

16k > Highlight Detection

QVHighlights

QD-DETR

https://arxiv.org/abs/2303.13874v1

Hit@1

62.87

16k > Highlight Detection

QVHighlights

QD-DETR (only Video)

https://arxiv.org/abs/2303.13874v1

mAP

38.94

16k > Highlight Detection

QVHighlights

QD-DETR (only Video)

https://arxiv.org/abs/2303.13874v1

Hit@1

62.40

16k > Highlight Detection

QVHighlights

QD-DETR (w/ PT)

https://arxiv.org/abs/2303.13874v1

mAP

38.52

16k > Highlight Detection

QVHighlights

QD-DETR (w/ PT)

https://arxiv.org/abs/2303.13874v1

Hit@1

62.27

16k > Highlight Detection

QVHighlights

UniVTG

https://arxiv.org/abs/2307.16715v2

mAP

38.20

16k > Highlight Detection

QVHighlights

UniVTG

https://arxiv.org/abs/2307.16715v2

Hit@1

60.96