TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
JPEG Artifact Correction	BSDS500 (Quality 10 Color)	QGAC	PSNR	27.69	# 2
JPEG Artifact Correction	BSDS500 (Quality 10 Color)	QGAC	PSNR-B	27.36	# 2
JPEG Artifact Correction	BSDS500 (Quality 10 Color)	QGAC	SSIM	0.810	# 1
JPEG Artifact Correction	BSDS500 (Quality 10 Grayscale)	QGAC	PSNR	29.54	# 2
JPEG Artifact Correction	BSDS500 (Quality 10 Grayscale)	QGAC	PSNR-B	29.04	# 2
JPEG Artifact Correction	BSDS500 (Quality 10 Grayscale)	QGAC	SSIM	0.833	# 1
JPEG Artifact Correction	BSDS500 (Quality 20 Color)	QGAC	PSNR	29.89	# 2
JPEG Artifact Correction	BSDS500 (Quality 20 Color)	QGAC	PSNR-B	29.29	# 2
JPEG Artifact Correction	BSDS500 (Quality 20 Color)	QGAC	SSIM	0.876	# 1
JPEG Artifact Correction	BSDS500 (Quality 20 Grayscale)	QGAC	PSNR	31.79	# 2
JPEG Artifact Correction	BSDS500 (Quality 20 Grayscale)	QGAC	PSNR-B	30.96	# 2
JPEG Artifact Correction	BSDS500 (Quality 20 Grayscale)	QGAC	SSIM	0.894	# 1
JPEG Artifact Correction	BSDS500 (Quality 30 Color)	QGAC	PSNR	31.15	# 2
JPEG Artifact Correction	BSDS500 (Quality 30 Color)	QGAC	PSNR-B	30.37	# 2
JPEG Artifact Correction	BSDS500 (Quality 30 Color)	QGAC	SSIM	0.903	# 1
JPEG Artifact Correction	BSDS500 (Quality 30 Grayscale)	QGAC	PSNR	33.12	# 2
JPEG Artifact Correction	BSDS500 (Quality 30 Grayscale)	QGAC	PSNR-B	32.42	# 1
JPEG Artifact Correction	BSDS500 (Quality 30 Grayscale)	QGAC	SSIM	0.907	# 2
JPEG Artifact Correction	Classic5 (Quality 10 Grayscale)	QGAC	PSNR	29.84	# 4
JPEG Artifact Correction	Classic5 (Quality 10 Grayscale)	QGAC	PSNR-B	29.43	# 2
JPEG Artifact Correction	Classic5 (Quality 10 Grayscale)	QGAC	SSIM	0.837	# 1
JPEG Artifact Correction	Classic5 (Quality 20 Grayscale)	QGAC	PSNR	31.98	# 4
JPEG Artifact Correction	Classic5 (Quality 20 Grayscale)	QGAC	PSNR-B	31.37	# 2
JPEG Artifact Correction	Classic5 (Quality 20 Grayscale)	QGAC	SSIM	0.885	# 1
JPEG Artifact Correction	Classic5 (Quality 30 Grayscale)	QGAC	PSNR	33.22	# 4
JPEG Artifact Correction	Classic5 (Quality 30 Grayscale)	QGAC	PSNR-B	32.42	# 2
JPEG Artifact Correction	Classic5 (Quality 30 Grayscale)	QGAC	SSIM	0.907	# 1
JPEG Artifact Correction	ICB (Quality 10 Color)	QGAC	PSNR	32.11	# 2
JPEG Artifact Correction	ICB (Quality 10 Color)	QGAC	PSNR-B	32.47	# 1
JPEG Artifact Correction	ICB (Quality 10 Color)	QGAC	SSIM	0.815	# 1
JPEG Artifact Correction	ICB (Quality 10 Grayscale)	QGAC	PSNR	34.73	# 1
JPEG Artifact Correction	ICB (Quality 10 Grayscale)	QGAC	PSNR-B	34.58	# 1
JPEG Artifact Correction	ICB (Quality 10 Grayscale)	QGAC	SSIM	0.896	# 1
JPEG Artifact Correction	ICB (Quality 20 Color)	QGAC	PSNR	34.23	# 2
JPEG Artifact Correction	ICB (Quality 20 Color)	QGAC	PSNR-B	34.67	# 1
JPEG Artifact Correction	ICB (Quality 20 Color)	QGAC	SSIM	0.845	# 1
JPEG Artifact Correction	ICB (Quality 20 Grayscale)	QGAC	PSNR	37.12	# 1
JPEG Artifact Correction	ICB (Quality 20 Grayscale)	QGAC	PSNR-B	36.88	# 1
JPEG Artifact Correction	ICB (Quality 20 Grayscale)	QGAC	SSIM	0.924	# 1
JPEG Artifact Correction	ICB (Quality 30 Color)	QGAC	PSNR	35.20	# 2
JPEG Artifact Correction	ICB (Quality 30 Color)	QGAC	PSNR-B	35.67	# 1
JPEG Artifact Correction	ICB (Quality 30 Color)	QGAC	SSIM	0.860	# 1
JPEG Artifact Correction	ICB (Quality 30 Grayscale)	QGAC	PSNR	38.43	# 1
JPEG Artifact Correction	LIVE1 (Quality 10 Color)	QGAC	PSNR	27.65	# 2
JPEG Artifact Correction	LIVE1 (Quality 10 Color)	QGAC	PSNR-B	27.40	# 4
JPEG Artifact Correction	LIVE1 (Quality 10 Color)	QGAC	SSIM	0.819	# 1
JPEG Artifact Correction	Live1 (Quality 10 Grayscale)	QGAC	PSNR	29.53	# 5
JPEG Artifact Correction	Live1 (Quality 10 Grayscale)	QGAC	PSNR-B	29.15	# 7
JPEG Artifact Correction	Live1 (Quality 10 Grayscale)	QGAC	SSIM	0.840	# 1
JPEG Artifact Correction	LIVE1 (Quality 20 Color)	QGAC	PSNR	29.92	# 3
JPEG Artifact Correction	LIVE1 (Quality 20 Color)	QGAC	PSNR-B	29.51	# 7
JPEG Artifact Correction	LIVE1 (Quality 20 Color)	QGAC	SSIM	0.882	# 1
JPEG Artifact Correction	LIVE1 (Quality 20 Grayscale)	QGAC	PSNR	31.86	# 5
JPEG Artifact Correction	LIVE1 (Quality 20 Grayscale)	QGAC	PSNR-B	31.27	# 8
JPEG Artifact Correction	LIVE1 (Quality 20 Grayscale)	QGAC	SSIM	0.901	# 1
JPEG Artifact Correction	LIVE1 (Quality 30 Color)	QGAC	PSNR	31.21	# 2
JPEG Artifact Correction	LIVE1 (Quality 30 Color)	QGAC	PSNR-B	30.71	# 2
JPEG Artifact Correction	LIVE1 (Quality 30 Color)	QGAC	SSIM	0.908	# 1
JPEG Artifact Correction	LIVE1 (Quality 30 Grayscale)	QGAC	PSNR	33.23	# 4
JPEG Artifact Correction	LIVE1 (Quality 30 Grayscale)	QGAC	PSNR-B	32.50	# 2
JPEG Artifact Correction	LIVE1 (Quality 30 Grayscale)	QGAC	SSIM	0.925	# 1

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-icb-quality-10-1)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-icb-quality-10-1?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-icb-quality-20-1)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-icb-quality-20-1?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-icb-quality-30-1)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-icb-quality-30-1?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-bsds500-quality)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-bsds500-quality?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-bsds500-quality-3)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-bsds500-quality-3?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-bsds500-quality-1)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-bsds500-quality-1?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-bsds500-quality-4)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-bsds500-quality-4?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-bsds500-quality-2)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-bsds500-quality-2?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-bsds500-quality-5)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-bsds500-quality-5?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-icb-quality-10)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-icb-quality-10?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-icb-quality-20)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-icb-quality-20?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-icb-quality-30)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-icb-quality-30?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-live1-quality-10)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-live1-quality-10?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-live1-quality-30)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-live1-quality-30?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-live1-quality-20)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-live1-quality-20?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-classic5-quality)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-classic5-quality?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-classic5-quality-1)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-classic5-quality-1?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-classic5-quality-2)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-classic5-quality-2?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-live1-quality-30-1)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-live1-quality-30-1?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-live1-quality-10-1)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-live1-quality-10-1?p=quantization-guided-jpeg-artifact-correction)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/quantization-guided-jpeg-artifact-correction/jpeg-artifact-correction-on-live1-quality-20-1)](https://paperswithcode.com/sota/jpeg-artifact-correction-on-live1-quality-20-1?p=quantization-guided-jpeg-artifact-correction)`

Quantization Guided JPEG Artifact Correction

ECCV 2020 · Max Ehrlich, Larry Davis, Ser-Nam Lim, Abhinav Shrivastava ·

The JPEG image compression algorithm is the most popular method of image compression because of its ability for large compression ratios. However, to achieve such high compression, information is lost. For aggressive quantization settings, this leads to a noticeable reduction in image quality. Artifact correction has been studied in the context of deep neural networks for some time, but the current state-of-the-art methods require a different model to be trained for each quality setting, greatly limiting their practical application. We solve this problem by creating a novel architecture which is parameterized by the JPEG files quantization matrix. This allows our single model to achieve state-of-the-art performance over models trained for specific quality settings.

PDF Abstract ECCV 2020 PDF ECCV 2020 Abstract

Code

Add Remove Mark official

Queuecumber/quantization-guided-ac official

Tasks

Add Remove

Image Compression

JPEG Artifact Correction

Quantization

Datasets

BSDS500

LIVE1

Classic5

ICB

Results from the Paper

Edit

Ranked #1 on JPEG Artifact Correction on ICB (Quality 20 Grayscale)

Get a GitHub badge

Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
JPEG Artifact Correction	BSDS500 (Quality 10 Color)	QGAC	PSNR	27.69	# 2	Compare
			PSNR-B	27.36	# 2	Compare
			SSIM	0.810	# 1	Compare
JPEG Artifact Correction	BSDS500 (Quality 10 Grayscale)	QGAC	PSNR	29.54	# 2	Compare
			PSNR-B	29.04	# 2	Compare
			SSIM	0.833	# 1	Compare
JPEG Artifact Correction	BSDS500 (Quality 20 Color)	QGAC	PSNR	29.89	# 2	Compare
			PSNR-B	29.29	# 2	Compare
			SSIM	0.876	# 1	Compare
JPEG Artifact Correction	BSDS500 (Quality 20 Grayscale)	QGAC	PSNR	31.79	# 2	Compare
			PSNR-B	30.96	# 2	Compare
			SSIM	0.894	# 1	Compare
JPEG Artifact Correction	BSDS500 (Quality 30 Color)	QGAC	PSNR	31.15	# 2	Compare
			PSNR-B	30.37	# 2	Compare
			SSIM	0.903	# 1	Compare
JPEG Artifact Correction	BSDS500 (Quality 30 Grayscale)	QGAC	PSNR	33.12	# 2	Compare
			PSNR-B	32.42	# 1	Compare
			SSIM	0.907	# 2	Compare
JPEG Artifact Correction	Classic5 (Quality 10 Grayscale)	QGAC	PSNR	29.84	# 4	Compare
			PSNR-B	29.43	# 2	Compare
			SSIM	0.837	# 1	Compare
JPEG Artifact Correction	Classic5 (Quality 20 Grayscale)	QGAC	PSNR	31.98	# 4	Compare
			PSNR-B	31.37	# 2	Compare
			SSIM	0.885	# 1	Compare
JPEG Artifact Correction	Classic5 (Quality 30 Grayscale)	QGAC	PSNR	33.22	# 4	Compare
			PSNR-B	32.42	# 2	Compare
			SSIM	0.907	# 1	Compare
JPEG Artifact Correction	ICB (Quality 10 Color)	QGAC	PSNR	32.11	# 2	Compare
			PSNR-B	32.47	# 1	Compare
			SSIM	0.815	# 1	Compare
JPEG Artifact Correction	ICB (Quality 10 Grayscale)	QGAC	PSNR	34.73	# 1	Compare
			PSNR-B	34.58	# 1	Compare
			SSIM	0.896	# 1	Compare
JPEG Artifact Correction	ICB (Quality 20 Color)	QGAC	PSNR	34.23	# 2	Compare
			PSNR-B	34.67	# 1	Compare
			SSIM	0.845	# 1	Compare
JPEG Artifact Correction	ICB (Quality 20 Grayscale)	QGAC	PSNR	37.12	# 1	Compare
			PSNR-B	36.88	# 1	Compare
			SSIM	0.924	# 1	Compare
JPEG Artifact Correction	ICB (Quality 30 Color)	QGAC	PSNR	35.20	# 2	Compare
			PSNR-B	35.67	# 1	Compare
			SSIM	0.860	# 1	Compare
JPEG Artifact Correction	ICB (Quality 30 Grayscale)	QGAC	PSNR	38.43	# 1	Compare
JPEG Artifact Correction	LIVE1 (Quality 10 Color)	QGAC	PSNR	27.65	# 2	Compare
			PSNR-B	27.40	# 4	Compare
			SSIM	0.819	# 1	Compare
JPEG Artifact Correction	Live1 (Quality 10 Grayscale)	QGAC	PSNR	29.53	# 5	Compare
			PSNR-B	29.15	# 7	Compare
			SSIM	0.840	# 1	Compare
JPEG Artifact Correction	LIVE1 (Quality 20 Color)	QGAC	PSNR	29.92	# 3	Compare
			PSNR-B	29.51	# 7	Compare
			SSIM	0.882	# 1	Compare
JPEG Artifact Correction	LIVE1 (Quality 20 Grayscale)	QGAC	PSNR	31.86	# 5	Compare
			PSNR-B	31.27	# 8	Compare
			SSIM	0.901	# 1	Compare
JPEG Artifact Correction	LIVE1 (Quality 30 Color)	QGAC	PSNR	31.21	# 2	Compare
			PSNR-B	30.71	# 2	Compare
			SSIM	0.908	# 1	Compare
JPEG Artifact Correction	LIVE1 (Quality 30 Grayscale)	QGAC	PSNR	33.23	# 4	Compare
			PSNR-B	32.50	# 2	Compare
			SSIM	0.925	# 1	Compare

Methods

Add Remove

No methods listed for this paper. Add relevant methods here

Edit Social Preview

Quantization Guided JPEG Artifact Correction

Code Edit Add Remove Mark official

Tasks Edit Add Remove

Datasets Edit

Results from the Paper Edit

Methods Edit Add Remove

Code

Add Remove Mark official

Tasks

Add Remove

Datasets

Results from the Paper

Edit

Methods

Add Remove