Memory-based trackers such as SAM2 demonstrate remarkable performance, however still struggle with distractors. We propose a new plug-in distractor-aware memory (DAM) and management strategy that ...
Abstract: Recently, memory-based networks have achieved promising performance for video object segmentation (VOS). However, existing methods still suffer from unsatisfactory segmentation accuracy and ...
Abstract: Deep-learning and large scale language-image training have produced image object detectors that generalise well to diverse environments and semantic classes. However, existing object ...
Today's AI agents don't meet the definition of true agents. Key missing elements are reinforcement learning and complex memory. It will take at least five years to get AI agents where they need to be.
Amazon Bedrock AgentCore enables you to deploy and operate highly effective agents securely, at scale using any framework and model. With Amazon Bedrock AgentCore, developers can accelerate AI agents ...