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Datasets/BSD

BSD

Berkeley Segmentation Dataset

ImagesCustom (research-only, non-commercial, attribution)Introduced 2001-01-01

BSD is a dataset used frequently for image denoising and super-resolution. Of the subdatasets, BSD100 is aclassical image dataset having 100 test images proposed by Martin et al.. The dataset is composed of a large variety of images ranging from natural images to object-specific such as plants, people, food etc. BSD100 is the testing set of the Berkeley segmentation dataset BSD300.

Source: A Deep Journey into Super-resolution: A Survey Image Source: https://www.slideshare.net/jbhuang/single-image-super-resolution-from-transformed-selfexemplars-cvpr-2015

Related Benchmarks

BSD100 - 16x upscaling/16k/PSNRBSD100 - 16x upscaling/16k/SSIMBSD100 - 16x upscaling/3D Object Super-Resolution/PSNRBSD100 - 16x upscaling/3D Object Super-Resolution/SSIMBSD100 - 16x upscaling/Image Super-Resolution/PSNRBSD100 - 16x upscaling/Image Super-Resolution/SSIMBSD100 - 16x upscaling/Super-Resolution/PSNRBSD100 - 16x upscaling/Super-Resolution/SSIMBSD100 - 2x upscaling/10-shot image generation/PSNRBSD100 - 2x upscaling/10-shot image generation/SSIMBSD100 - 2x upscaling/16k/PSNRBSD100 - 2x upscaling/16k/SSIMBSD100 - 2x upscaling/3D Object Super-Resolution/PSNRBSD100 - 2x upscaling/3D Object Super-Resolution/SSIMBSD100 - 2x upscaling/Image Reconstruction/PSNRBSD100 - 2x upscaling/Image Reconstruction/SSIMBSD100 - 2x upscaling/Image Restoration/PSNRBSD100 - 2x upscaling/Image Restoration/SSIMBSD100 - 2x upscaling/Image Super-Resolution/PSNRBSD100 - 2x upscaling/Image Super-Resolution/SSIMBSD100 - 2x upscaling/Super-Resolution/PSNRBSD100 - 2x upscaling/Super-Resolution/SSIMBSD100 - 3x upscaling/10-shot image generation/PSNRBSD100 - 3x upscaling/10-shot image generation/SSIMBSD100 - 3x upscaling/16k/PSNRBSD100 - 3x upscaling/16k/SSIMBSD100 - 3x upscaling/3D Object Super-Resolution/PSNRBSD100 - 3x upscaling/3D Object Super-Resolution/SSIMBSD100 - 3x upscaling/Image Reconstruction/PSNRBSD100 - 3x upscaling/Image Reconstruction/SSIMBSD100 - 3x upscaling/Image Restoration/PSNRBSD100 - 3x upscaling/Image Restoration/SSIMBSD100 - 3x upscaling/Image Super-Resolution/PSNRBSD100 - 3x upscaling/Image Super-Resolution/SSIMBSD100 - 3x upscaling/Super-Resolution/PSNRBSD100 - 3x upscaling/Super-Resolution/SSIMBSD100 - 4x upscaling/10-shot image generation/PSNRBSD100 - 4x upscaling/10-shot image generation/SSIMBSD100 - 4x upscaling/16k/DISTSBSD100 - 4x upscaling/16k/LPIPSBSD100 - 4x upscaling/16k/MOSBSD100 - 4x upscaling/16k/PSNRBSD100 - 4x upscaling/16k/SSIMBSD100 - 4x upscaling/3D Object Super-Resolution/DISTSBSD100 - 4x upscaling/3D Object Super-Resolution/LPIPSBSD100 - 4x upscaling/3D Object Super-Resolution/MOSBSD100 - 4x upscaling/3D Object Super-Resolution/PSNRBSD100 - 4x upscaling/3D Object Super-Resolution/SSIMBSD100 - 4x upscaling/Image Reconstruction/PSNRBSD100 - 4x upscaling/Image Reconstruction/SSIMBSD100 - 4x upscaling/Image Restoration/PSNRBSD100 - 4x upscaling/Image Restoration/SSIMBSD100 - 4x upscaling/Image Super-Resolution/DISTSBSD100 - 4x upscaling/Image Super-Resolution/LPIPSBSD100 - 4x upscaling/Image Super-Resolution/MOSBSD100 - 4x upscaling/Image Super-Resolution/PSNRBSD100 - 4x upscaling/Image Super-Resolution/SSIMBSD100 - 4x upscaling/Super-Resolution/DISTSBSD100 - 4x upscaling/Super-Resolution/LPIPSBSD100 - 4x upscaling/Super-Resolution/MOSBSD100 - 4x upscaling/Super-Resolution/PSNRBSD100 - 4x upscaling/Super-Resolution/SSIMBSD100 - 8x upscaling/16k/DISTSBSD100 - 8x upscaling/16k/LPIPSBSD100 - 8x upscaling/16k/LRPSNRBSD100 - 8x upscaling/16k/NIQEBSD100 - 8x upscaling/16k/PSNRBSD100 - 8x upscaling/16k/SSIMBSD100 - 8x upscaling/3D Object Super-Resolution/DISTSBSD100 - 8x upscaling/3D Object Super-Resolution/LPIPSBSD100 - 8x upscaling/3D Object Super-Resolution/LRPSNRBSD100 - 8x upscaling/3D Object Super-Resolution/NIQEBSD100 - 8x upscaling/3D Object Super-Resolution/PSNRBSD100 - 8x upscaling/3D Object Super-Resolution/SSIMBSD100 - 8x upscaling/Image Super-Resolution/DISTSBSD100 - 8x upscaling/Image Super-Resolution/LPIPSBSD100 - 8x upscaling/Image Super-Resolution/LRPSNRBSD100 - 8x upscaling/Image Super-Resolution/NIQEBSD100 - 8x upscaling/Image Super-Resolution/PSNRBSD100 - 8x upscaling/Image Super-Resolution/SSIMBSD100 - 8x upscaling/Super-Resolution/DISTSBSD100 - 8x upscaling/Super-Resolution/LPIPSBSD100 - 8x upscaling/Super-Resolution/LRPSNRBSD100 - 8x upscaling/Super-Resolution/NIQEBSD100 - 8x upscaling/Super-Resolution/PSNRBSD100 - 8x upscaling/Super-Resolution/SSIMBSD100-2x/3D Object Super-Resolution/PSNRBSD100-2x/3D Object Super-Resolution/SSIMBSD100-2x/Super-Resolution/PSNRBSD100-2x/Super-Resolution/SSIMBSD100-4x/3D Object Super-Resolution/PSNRBSD100-4x/3D Object Super-Resolution/SSIMBSD100-4x/Super-Resolution/PSNRBSD100-4x/Super-Resolution/SSIMBSD200 - 2x upscaling/16k/PSNRBSD200 - 2x upscaling/16k/SSIMBSD200 - 2x upscaling/3D Object Super-Resolution/PSNRBSD200 - 2x upscaling/3D Object Super-Resolution/SSIMBSD200 - 2x upscaling/Image Super-Resolution/PSNRBSD200 - 2x upscaling/Image Super-Resolution/SSIMBSD200 - 2x upscaling/Super-Resolution/PSNRBSD200 - 2x upscaling/Super-Resolution/SSIMBSD200 sigma10/3D Architecture/PSNRBSD200 sigma10/3D Architecture/SSIMBSD200 sigma10/Denoising/PSNRBSD200 sigma10/Denoising/SSIMBSD200 sigma30/3D Architecture/PSNRBSD200 sigma30/3D Architecture/SSIMBSD200 sigma30/Denoising/PSNRBSD200 sigma30/Denoising/SSIMBSD200 sigma50/3D Architecture/PSNRBSD200 sigma50/3D Architecture/SSIMBSD200 sigma50/Denoising/PSNRBSD200 sigma50/Denoising/SSIMBSD200 sigma70/3D Architecture/PSNRBSD200 sigma70/3D Architecture/SSIMBSD200 sigma70/Denoising/PSNRBSD200 sigma70/Denoising/SSIMBSD300 Noise Level 30%/3D Architecture/PSNRBSD300 Noise Level 30%/Denoising/PSNRBSD300 Noise Level 50%/3D Architecture/PSNRBSD300 Noise Level 50%/Denoising/PSNRBSD300 Noise Level 70%/3D Architecture/PSNRBSD300 Noise Level 70%/Denoising/PSNRBSD300 lambda30/3D Architecture/PSNRBSD300 lambda30/3D Architecture/SSIMBSD300 lambda30/Denoising/PSNRBSD300 lambda30/Denoising/SSIMBSD300 lambda5-50/3D Architecture/PSNRBSD300 lambda5-50/3D Architecture/SSIMBSD300 lambda5-50/Denoising/PSNRBSD300 lambda5-50/Denoising/SSIMBSD300 sigma25/3D Architecture/PSNRBSD300 sigma25/3D Architecture/SSIMBSD300 sigma25/Denoising/PSNRBSD300 sigma25/Denoising/SSIMBSD300 sigma5-50/3D Architecture/PSNRBSD300 sigma5-50/3D Architecture/SSIMBSD300 sigma5-50/Denoising/PSNRBSD300 sigma5-50/Denoising/SSIMBSD500 (Quality 10 Color)/10-shot image generation/PSNRBSD500 (Quality 10 Color)/10-shot image generation/SSIMBSD500 (Quality 10 Color)/Image Restoration/PSNRBSD500 (Quality 10 Color)/Image Restoration/SSIMBSD500 (Quality 20 Color)/10-shot image generation/PSNRBSD500 (Quality 20 Color)/10-shot image generation/SSIMBSD500 (Quality 20 Color)/Image Restoration/PSNRBSD500 (Quality 20 Color)/Image Restoration/SSIMBSD500 (Quality 30 Color)/10-shot image generation/PSNRBSD500 (Quality 30 Color)/10-shot image generation/SSIMBSD500 (Quality 30 Color)/Image Restoration/PSNRBSD500 (Quality 30 Color)/Image Restoration/SSIMBSD500 (Quality 40 Color)/10-shot image generation/PSNRBSD500 (Quality 40 Color)/10-shot image generation/SSIMBSD500 (Quality 40 Color)/Image Restoration/PSNRBSD500 (Quality 40 Color)/Image Restoration/SSIMBSD68 CS=50%/Compressive Sensing/Average PSNRBSD68 sigma10/3D Architecture/PSNRBSD68 sigma10/Denoising/PSNRBSD68 sigma15/3D Architecture/PSNRBSD68 sigma15/3D Architecture/SSIMBSD68 sigma15/Denoising/PSNRBSD68 sigma15/Denoising/SSIMBSD68 sigma20/3D Architecture/PSNRBSD68 sigma20/Denoising/PSNRBSD68 sigma25/10-shot image generation/Average PSNR (dB)BSD68 sigma25/3D Architecture/PSNRBSD68 sigma25/3D Architecture/SSIMBSD68 sigma25/Denoising/PSNRBSD68 sigma25/Denoising/SSIMBSD68 sigma25/Image Restoration/Average PSNR (dB)BSD68 sigma25/Unified Image Restoration/Average PSNR (dB)BSD68 sigma30/3D Architecture/PSNRBSD68 sigma30/Denoising/PSNRBSD68 sigma30/Image Denoising/PSNRBSD68 sigma35/3D Architecture/PSNRBSD68 sigma35/Denoising/PSNRBSD68 sigma40/3D Architecture/PSNRBSD68 sigma40/Denoising/PSNRBSD68 sigma45/3D Architecture/PSNRBSD68 sigma45/Denoising/PSNRBSD68 sigma5/3D Architecture/PSNRBSD68 sigma5/Denoising/PSNRBSD68 sigma50/3D Architecture/PSNRBSD68 sigma50/3D Architecture/SSIMBSD68 sigma50/Denoising/PSNRBSD68 sigma50/Denoising/SSIMBSD68 sigma50/Image Denoising/PSNRBSD68 sigma55/3D Architecture/PSNRBSD68 sigma55/Denoising/PSNRBSD68 sigma60/3D Architecture/PSNRBSD68 sigma60/Denoising/PSNRBSD68 sigma65/3D Architecture/PSNRBSD68 sigma65/Denoising/PSNRBSD68 sigma70/3D Architecture/PSNRBSD68 sigma70/Denoising/PSNRBSD68 sigma75/3D Architecture/PSNRBSD68 sigma75/Denoising/PSNRBSDS100 - 2x upscaling/16k/PSNRBSDS100 - 2x upscaling/16k/SSIMBSDS100 - 2x upscaling/3D Object Super-Resolution/PSNRBSDS100 - 2x upscaling/3D Object Super-Resolution/SSIMBSDS100 - 2x upscaling/Compressive Sensing/Average PSNRBSDS100 - 2x upscaling/Image Super-Resolution/PSNRBSDS100 - 2x upscaling/Image Super-Resolution/SSIMBSDS100 - 2x upscaling/Super-Resolution/PSNRBSDS100 - 2x upscaling/Super-Resolution/SSIMBSDS100 - 4x upscaling/16k/PSNRBSDS100 - 4x upscaling/16k/SSIMBSDS100 - 4x upscaling/3D Object Super-Resolution/PSNRBSDS100 - 4x upscaling/3D Object Super-Resolution/SSIMBSDS100 - 4x upscaling/Image Super-Resolution/PSNRBSDS100 - 4x upscaling/Image Super-Resolution/SSIMBSDS100 - 4x upscaling/Super-Resolution/PSNRBSDS100 - 4x upscaling/Super-Resolution/SSIMBSDS100 - 8x upscaling/16k/PSNRBSDS100 - 8x upscaling/16k/SSIMBSDS100 - 8x upscaling/3D Object Super-Resolution/PSNRBSDS100 - 8x upscaling/3D Object Super-Resolution/SSIMBSDS100 - 8x upscaling/Image Super-Resolution/PSNRBSDS100 - 8x upscaling/Image Super-Resolution/SSIMBSDS100 - 8x upscaling/Super-Resolution/PSNRBSDS100 - 8x upscaling/Super-Resolution/SSIMBSDS300/Density Estimation/CDBSDS300/Density Estimation/EMDBSDS300/Density Estimation/Log-likelihoodBSDS300/Density Estimation/MMD-CDBSDS300/Density Estimation/MMD-EMDBSDS300/Density Estimation/NLLBSDS500/2D Object Detection/F1BSDS500/Edge Detection/F1BSDS500/Image Compression/Average PSNRBSDS500/Image Compression/SSIMBSDS500 (Quality 10 Color)/10-shot image generation/PSNRBSDS500 (Quality 10 Color)/10-shot image generation/PSNR-BBSDS500 (Quality 10 Color)/10-shot image generation/SSIMBSDS500 (Quality 10 Color)/Image Restoration/PSNRBSDS500 (Quality 10 Color)/Image Restoration/PSNR-BBSDS500 (Quality 10 Color)/Image Restoration/SSIMBSDS500 (Quality 10 Grayscale)/10-shot image generation/PSNRBSDS500 (Quality 10 Grayscale)/10-shot image generation/PSNR-BBSDS500 (Quality 10 Grayscale)/10-shot image generation/SSIMBSDS500 (Quality 10 Grayscale)/Image Restoration/PSNRBSDS500 (Quality 10 Grayscale)/Image Restoration/PSNR-BBSDS500 (Quality 10 Grayscale)/Image Restoration/SSIMBSDS500 (Quality 20 Color)/10-shot image generation/PSNRBSDS500 (Quality 20 Color)/10-shot image generation/PSNR-BBSDS500 (Quality 20 Color)/10-shot image generation/SSIMBSDS500 (Quality 20 Color)/Image Restoration/PSNRBSDS500 (Quality 20 Color)/Image Restoration/PSNR-BBSDS500 (Quality 20 Color)/Image Restoration/SSIMBSDS500 (Quality 20 Grayscale)/10-shot image generation/PSNRBSDS500 (Quality 20 Grayscale)/10-shot image generation/PSNR-BBSDS500 (Quality 20 Grayscale)/10-shot image generation/SSIMBSDS500 (Quality 20 Grayscale)/Image Restoration/PSNRBSDS500 (Quality 20 Grayscale)/Image Restoration/PSNR-BBSDS500 (Quality 20 Grayscale)/Image Restoration/SSIMBSDS500 (Quality 30 Color)/10-shot image generation/PSNRBSDS500 (Quality 30 Color)/10-shot image generation/PSNR-BBSDS500 (Quality 30 Color)/10-shot image generation/SSIMBSDS500 (Quality 30 Color)/Image Restoration/PSNRBSDS500 (Quality 30 Color)/Image Restoration/PSNR-BBSDS500 (Quality 30 Color)/Image Restoration/SSIMBSDS500 (Quality 30 Grayscale)/10-shot image generation/PSNRBSDS500 (Quality 30 Grayscale)/10-shot image generation/PSNR-BBSDS500 (Quality 30 Grayscale)/10-shot image generation/SSIMBSDS500 (Quality 30 Grayscale)/Image Restoration/PSNRBSDS500 (Quality 30 Grayscale)/Image Restoration/PSNR-BBSDS500 (Quality 30 Grayscale)/Image Restoration/SSIM

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Blind Super-ResolutionColor Image DenoisingCompressive SensingDensity EstimationGrayscale Image DenoisingImage DenoisingImage Super-ResolutionSalt-And-Pepper Noise RemovalUnified Image Restoration