Jun 30, 2024 · We adopt a hierarchical memory mechanism named STAR Memory, proposed in Flash-VStream, that is capable of processing long videos with limited ...
Jun 30, 2024 · We adopt a hierarchical memory mechanism named STAR Memory, proposed in Flash-VStream [11] , that is capable of processing long videos with ...
(PDF) Hierarchical Memory for Long Video QA - ResearchGate
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Jun 30, 2024 · This paper describes our champion solution to the LOVEU Challenge @ CVPR'24, Track 1 (Long Video VQA). Processing long sequences of visual ...
These comprehensive models are efficient in combining spatial and temporal contexts, making them ideal for common one-step video reasoning problems.
May 20, 2020 · Long-term Video Question Answering plays an essential role in visual information retrieval, which aims at generating natural language answers.
Dec 16, 2024 · This paper introduces a novel hierarchical memory architecture that enables efficient processing and understanding of long video inputs. By ...
Thus, this method can reduces the video sequential length layer by layer to build the hierarchical video structure and also allevi- ate memory load. Given ...
Specifi- cally, we present a novel graph memory mechanism to per- form relational reasoning, and further develop two types of graph memory: a) visual graph ...
Sep 10, 2024 · To address this issue, we propose a Hierarchical Event-based Memory-enhanced LLM (HEM-LLM) for better understanding of long videos. Firstly, we ...
Motivated by this intuition, we propose the multimodal hierarchical memory attentive networks with two heterogeneous memory subnetworks: the top guided memory ...