FRIDA -- Generative Feature Replay for Incremental Domain Adaptation

no code implementations • 28 Dec 2021 • Sayan Rakshit, Anwesh Mohanty, Ruchika Chavhan, Biplab Banerjee, Gemma Roig, Subhasis Chaudhuri

Inspired by the notion of generative feature replay, we propose a novel framework called Feature Replay based Incremental Domain Adaptation (FRIDA) which leverages a new incremental generative adversarial network (GAN) called domain-generic auxiliary classification GAN (DGAC-GAN) for producing domain-specific feature representations seamlessly.

Generative Adversarial Network Unsupervised Domain Adaptation

Multi-Source Open-Set Deep Adversarial Domain Adaptation

no code implementations • ECCV 2020 • Sayan Rakshit, Dipesh Tamboli, Pragati Shuddhodhan Meshram, Biplab Banerjee, Gemma Roig, Subhasis Chaudhuri

Besides, an adversarial learning strategy is followed to model the discriminator between the target-domain known and unknown classes.

Unsupervised Domain Adaptation