Review: Our winter outlook was fair, earning a solid 'C'
Posted: Sun Apr 03, 2022 8:26 am
[b]Review: Our winter outlook was fair, earning a solid 'C' [/b] PostLive
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.
The TCL loss mitigates the misalignment of the heterogeneous outputs of teacher and student networks. It also encodes the higher order (third order) structured knowledge in the triplet, and introduces richer information of similarity comparison than the vanilla triplets in the context of knowledge distillation. The TCL loss is complementary to conventional KD losses. Can be combined with them to further boost the performance. The TCL improves the performance of I2V Re-ID largely, even without the commonly used cross-entropy loss. Integrating these two techniques, the proposed method is dubbed as mutual discriminative knowledge transfer (MDKT). The framework of MDKT consists of two-stages: 1) the teacher network is trained using the standard V2V Re-ID setting. T is set to 8 unless otherwise specified). POSTSUBSCRIPT ) for the teacher network is simply computed using the temporal average pooling over all frame features. POSTSUBSCRIPT represent the one-hot labels. The output of the softmax respectively.
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[b]Review: Our winter outlook was fair, earning a solid 'C' [/b]
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The TCL loss mitigates the misalignment of the heterogeneous outputs of teacher and student networks. It also encodes the higher order (third order) structured knowledge in the triplet, and introduces richer information of similarity comparison than the vanilla triplets in the context of knowledge distillation. The TCL loss is complementary to conventional KD losses. Can be combined with them to further boost the performance. The TCL improves the performance of I2V Re-ID largely, even without the commonly used cross-entropy loss. Integrating these two techniques, the proposed method is dubbed as mutual discriminative knowledge transfer (MDKT). The framework of MDKT consists of two-stages: 1) the teacher network is trained using the standard V2V Re-ID setting. T is set to 8 unless otherwise specified). POSTSUBSCRIPT ) for the teacher network is simply computed using the temporal average pooling over all frame features. POSTSUBSCRIPT represent the one-hot labels. The output of the softmax respectively.
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