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SeqFormer: a Frustratingly Simple Model for Video Instance ...

SeqFormer: a Frustratingly Simple Model for Video Instance Segmentation Junfeng Wu1 Yi Jiang2 Wenqing Zhang1 Xiang Bai1 Song Bai2. 1 2. Huazhong University of Science and Technology ByteDance [ ] 15 Dec 2021. 60. Abstract SeqFormer 55. In this work, we present SeqFormer, a Frustratingly sim- YouTube-VIS 2019 AP. ple Model for Video Instance segmentation. SeqFormer fol- 50. Propose-Reduce lows the principle of vision transformer that models in- stance relationships among Video frames. Nevertheless, we 45 IFC. observe that a stand-alone Instance query suffices for cap- 40 VisTR. turing a time sequence of instances in a Video , but atten- CrossVIS.

ing vision task that aims to simultaneously perform detec-tion, classification, segmentation, and tracking of object in-stances in videos. Compared to image instance segmenta-tion [6], video instance segmentation is much more chal-lenging since it requires accurate tracking of objects across an entire video.

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