The recent advancement in Video Instance Segmentation (VIS) has largely been driven by the use of deeper and increasingly data-hungry transformer-based models. Simple: TK-Loss is flexible to intergrated with state-of-the-art transformer-based VIS models, with no trainable parameters.Novelty: a new parameter-free Temporal KNN-patch Loss (TK-Loss), which leverages temporal masks consistency using unsupervised one-to-k patch correspondence.Using ResNet-101, MaskFreeVIS achieves 49.1 AP without using video masks, and 47.3 AP only using COCO mask initialized model. Using SwinL and built on Mask2Former, MaskFreeVIS achieved 56.0 AP on YTVIS without using any video masks labels. High-performing video instance segmentation without using any video masks or even image mask labels.Lei Ke, Martin Danelljan, Henghui Ding, Yu-Wing Tai, Chi-Keung Tang, Fisher Yu Our project website contains more information, including the visual video comparison: vis.xyz/pub/maskfreevis. We aim to remove the necessity for expensive video masks and even image masks for training VIS models. This is the official pytorch implementation of MaskFreeVIS built on the open-source detectron2. In addition, you can create and customize loads of different weapons and masks in order to give your shooter his own personality.Mask-Free Video Instance Segmentation. MaskGun is a great multiplayer shooter with strong graphics and a more-than-adequate variety of game modes. Why? Because all the settings are practically identical versions of other settings, as in Dust_2. In MaskGun there are a fair number of maps, which may also look somewhat familiar to anyone who's played Counter-Strike at some point. Every time you aim at an enemy you automatically start to fire. On the left-hand side of the screen is a virtual control stick to move your character with, while if you swipe the right-hand side, you can aim your gun. The controls in MaskGun are straightforward and well-adapted for touchscreen devices. Up to 10 gamers can play against each other at the same time in any of these modes. MaskGun is a multiplayer FPS clearly inspired by Counter-Strike that lets you enjoy three different game modes: Deathmatch, Team Deathmatch, and Deactivate the Bomb.
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