binbincz/soddataset

Salient Object Detection Datasets

Salient object detection datasets

1) Image-level RGB datasets

Dataset	Pub. / Year	URL	Source	Info.
MSRA	Learning to Detect a Salient Object, CVPR 2007.	Not Found	Not Specific	Image set A: 20840 images, Image set B: 5000 images selected from A with less ambiguity. (Training set: Randomly select 2000 from set A, and 1000 from set B)
MSRA-B	Salient Object Detection: A Discriminative Regional Feature Integration Approach, CVPR 2013.	Homepage	Image set B of MSRA	2500 images for training, 500 for validation, and 2000 for testing (full list can be found at the bottom of the project page.)
MSRA10K (THUS10000)	Global Contrast based Salient Region Detection, PAMI 2015.	Homepage	MSRA	--
SED1/2	Image Segmentation by Probabilistic Bottom-up Aggregation and Cue Integration, CVPR 2007.	Homepage	Unknown	200 images, 1 or 2 clear objects.
MSRA-1000	Frequency-tuned Salient Region Detection, CVPR 2009.	Homepage	MSRA	Contour label. Work that be evaluated on this dataset has less power of persuasion, suggested by CMM.
CSSD	Hierarchical Saliency Detection, CVPR 2013.	Homepage	BSD300, VOC dataset and internet.	Complex Scene Saliency Dataset(CSSD). 200 images.(Normally used for test.)
ECSSD	Hierarchical Image Saliency Detection on Extended CSSD, PAMI 2016.	Homepage	Internet	Semantically meaningful but structurally complex images. 1000 images.(Normally used for test.)
THUR	SalientShape: Group Saliency in Image Collections, The Visual Computing 2014.	Homepage	Flickr	6000+ images for 5 categories: butterfly, coffe mug, dog jump, griaffe, and plane.
PASCAL-S	The Secrets of Salient Object Detection, CVPR 2014.	Homepage	the validation set of the PASCAL VOC 2010	Relative saliency between salient instances. 850 images(Normally used for test.).
HKU-IS	Deep Contrast Learning for Salient Object Detection, CVPR 2015.	Homepage	Unknown	2500 images for training, 500 for validation, and 1447 for testing.
Judd-DB	What is a salient object? A dataset and a baseline model for salient object detection, TIP 2015	Unknown	Judd	900 images.
DUT-OMRON	Saliency Detection Via Graph-Based Manifold Ranking, CVPR 2013.	Homepage	SUN database	5019 images for testing. More details could be found in their FCV paper.
DUTS	Learning to Detect Salient Objects with Image-level Supervision, CVPR 2017.	Homepage	ImageNet DET datasets	10553 training images and 5019 test images.
ILSO	Instance-Level Salient Object Segmentation, CVPR 2017.	Homepage	ECSSD, DUT-OMRON, HKU-IS, and MSO datasets.	Two-thirds of the chosen images contain multiple occluded salient object instances while the remaining one-third consists of images with no salient regions, a single salient object instance or multiple salient instances without occlusion. Totally 1000 images, 500 for training, 200 for validation, and 300 for testing.
XPIE	What is and what is not a salient object? learning salient object detector by ensembling linear exemplar regressors, CVPR 2017.	Homepage	Panoramio, ImageNet, and two fixation datasets.	10000 images.
SOC	Salient Objects in Clutter: Bringing Salient Object Detection to the Foreground, ECCV 2018.	Homepage	MSCOCO	6K images(3.6K for training, 1.2K for validation, 1.2K for testing). Accurate and clear boundary label. instance-level segmentation. Visual attributes for result evaluation.
SOS	Salient Object Subitizing, CVPR 2015.	Homepage	6900images in total. 2064 from the COCO, 2141 from the VOC07, 1610 from the ImageNet, 1085 from the SUN.	This dataset is built for predicting the existence and the number of salient objects in a scene. MSO is a subset of SOS, which is used for testing purpose.
BSDS	A Database of Human Segmented Natural Images and its Application to Evaluating Segmentation Algorithms and Measuring Ecological Statistics, ICCV 2001.	Homepage	Unknown	Original version: 200 training images, 100 testing images. Extented version: 200 test images were added.

2) Image-level RGB-D datasets

3) Video-level datasets

4) Point cloud-based Dataset

Dataset	Pub. / Year	URL	Source	Info.
PCSOD	Salient Object Detection for Point Clouds, ECCV 2022.	Homepage	TBD	TBD