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Slot attention

 

Slot attention

 

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Slot attention

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1 slot attention module the slot attention module (figure1a) maps from a set of ninput feature vectors to a set of k output vectors that we refer to as slots. Each vector in this output set can, for example, describe an object or an entity in the input. The overall module is described in algorithm1in pseudo-code1. In this paper, we propose to address these issues by investigating the potential of learnable queries as initializations for slot-attention learning, uniting it with efforts from existing attempts on improving slot-attention learning with bi-level optimization. The ability to decompose complex natural scenes into meaningful object-centric abstractions lies at the core of human perception and reasoning. In the recent culmination of unsupervised object-centric learning, the slot-attention module has played an important role with its simple yet effective design and fostered many powerful variants. In this paper we introduce a sequential extension of slot attention (locatello et al. ,2020) that we call slot attention for video (savi) to tackle the problem of unsupervised / weakly-supervised multi-object segmentation and tracking in video data. We demonstrate that 1) using optical flow prediction. An implementation of several unsupervised object discovery models (slot attention, slate, gnm) in pytorch with pre-trained models. Machine-learning pytorch object-detection object-discovery pytorch-lightning slot-attention. Updated on apr 12. This repository contains the savi model configurations from our iclr 2022 paper. We here refer to these models as savi-s, savi-m, and savi-l. Savi-s is trained and evaluated on downscaled 64×64 frames, whereas savi-m uses 128×128 frames and a larger cnn backbone Top Online Slots by NetEnt, slot attention.

Slot attention

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Slot attention
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