5 papers
Variational Prototype Replays for Continual Learning
Mengmi Zhang, Tao Wang, Joo Hwee Lim +2
Continual learning refers to the ability to acquire and transfer knowledge without catastrophically forgetting what was previously learned. In this work, we consider \emph{few-shot…
Lift-the-flap: what, where and when for context reasoning
Mengmi Zhang, Claire Tseng, Karla Montejo +2
Context reasoning is critical in a wide variety of applications where current inputs need to be interpreted in the light of previous experience and knowledge. Both spatial and temp…
Egocentric Spatial Memory
Mengmi Zhang, Keng Teck Ma, Shih-Cheng Yen +3
Egocentric spatial memory (ESM) defines a memory system with encoding, storing, recognizing and recalling the spatial information about the environment from an egocentric perspecti…
Finding any Waldo: zero-shot invariant and efficient visual search
Mengmi Zhang, Jiashi Feng, Keng Teck Ma +3
Searching for a target object in a cluttered scene constitutes a fundamental challenge in daily vision. Visual search must be selective enough to discriminate the target from distr…
What am I Searching for: Zero-shot Target Identity Inference in Visual Search
Mengmi Zhang, Gabriel Kreiman
Can we infer intentions from a person's actions? As an example problem, here we consider how to decipher what a person is searching for by decoding their eye movement behavior. We…