… the representations from scratch. 2) We demonstrate that semantic grouping can bring
object-centric representation … 3) Combining semantic grouping and representation learning, we …

… several visual approaches for exploring semantic groups, a grouping of semantic types from
… semantic type ST 1 belongs to the semantic group SG 1 and ST 2 to SG 2 . For each pair of …

… input video and produces visual representations to generate the accurate caption that
describes the video. Then, the RNNbased decoder takes the visually encoded features and the …

… While our work shares a similar spirit with SegSort [21], we aim to bootstrap learning of
semantic region representations entirely from scratch, removing the dependence on ImageNet pre…

… visual synset as a relevance-consistent group of visual words or phrases with similar
semantic… , we proposed to group delta visual phrase with similar ’semantic’ into a visual synset. …

… To this end, we propose to integrate concept-level group sparsity constraint and semantic …
effective visual representation, we propose a novel dictionary learning approach in a semantic …

… visually based methods to get initial image representations. We then use both visual and
semantic similarities to divide images into groups … rely on the initial visual representations but …

… grouping, semantic relations and visual presentation upon verbal STM recall performance in
a group … in either a temporally grouped schedule, such that items were grouped as pairs, or …

… affinities uncover meaningful semantic groupings. From patch … learn groups that relate well
to semantic place categories. … and organize the world into coherent visual representations. …

… bring back the grouping mechanism into deep networks, which allows semantic segments to
… Recent developments in learning visual representations from text supervision have shown …