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Datasets/YouTube-VOS 2018

YouTube-VOS 2018

Youtube Video Object Segmentation

ImagesVideosCC BY 4.0Introduced 2018-01-01

Youtube-VOS is a Video Object Segmentation dataset that contains 4,453 videos - 3,471 for training, 474 for validation, and 508 for testing. The training and validation videos have pixel-level ground truth annotations for every 5th frame (6 fps). It also contains Instance Segmentation annotations. It has more than 7,800 unique objects, 190k high-quality manual annotations and more than 340 minutes in duration.

Source: CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing Image Source: https://youtube-vos.org/

Benchmarks

3D/PSNR3D/SSIM3D/VFID3D/EwarpObject Tracking/O (Average of Measures)Object Tracking/Jaccard (Seen)Object Tracking/Jaccard (Unseen)Object Tracking/F-Measure (Seen)Object Tracking/F-Measure (Unseen)Semi-Supervised Video Object Segmentation/OverallSemi-Supervised Video Object Segmentation/Jaccard (Seen)Semi-Supervised Video Object Segmentation/Jaccard (Unseen)Semi-Supervised Video Object Segmentation/F-Measure (Seen)Semi-Supervised Video Object Segmentation/F-Measure (Unseen)Semi-Supervised Video Object Segmentation/Speed (FPS)Semi-Supervised Video Object Segmentation/Params(M)Semi-Supervised Video Object Segmentation/Speed (FPS)Video/Mean Jaccard & F-MeasureVideo/Jaccard (Seen)Video/Jaccard (Unseen)Video/F-Measure (Seen)Video/F-Measure (Unseen)Video/OverallVideo/Speed (FPS)Video/Params(M)Video/Speed (FPS)Video Inpainting/PSNRVideo Inpainting/SSIMVideo Inpainting/VFIDVideo Inpainting/EwarpVideo Object Segmentation/Mean Jaccard & F-MeasureVideo Object Segmentation/Jaccard (Seen)Video Object Segmentation/Jaccard (Unseen)Video Object Segmentation/F-Measure (Seen)Video Object Segmentation/F-Measure (Unseen)Video Object Segmentation/OverallVideo Object Segmentation/Speed (FPS)Video Object Segmentation/Params(M)Video Object Segmentation/Speed (FPS)Visual Object Tracking/O (Average of Measures)Visual Object Tracking/Jaccard (Seen)Visual Object Tracking/Jaccard (Unseen)Visual Object Tracking/F-Measure (Seen)Visual Object Tracking/F-Measure (Unseen)

Statistics

Papers
203
Benchmarks
44

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Tasks

3DObject TrackingOne-shot visual object segmentationSemi-Supervised Video Object SegmentationVideoVideo InpaintingVideo Object SegmentationVisual Object Tracking