06-16-2022, 08:49 AM
Figure 1(a). (2) Top-down methods. These methods tackle the problem in a top-down perspective and follow a two-stage pipeline. As illustrated in Figure 1(b), they first employ an instance segmentation model to find all the objects in each frame and associate them in the entire video to form the tracklet candidates. Then, they use the expression as the grounding criterion to select the best-matched one. Although these two streams of methods have demonstrated their effectiveness with promising results, they still have some intrinsic limitations. First, for the bottom-up methods, they fail to capture the crucial instance-level information and do not consider the object association across multiple frames. Therefore, this type of methods can not provide explicit knowledge for cross-modal reasoning and would encounter the discrepancy of predicted object due to scene changes. Second, although top-down methods have greatly boost the performance over the bottom-up methods, they suffer from heavy workload because of the complex, multi-stage pipeline.
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