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Marco Monteiro

2 accepted papers

2025

Perception Encoder: The best visual embeddings are not at the output of the network

NeurIPS 2025oral

We introduce Perception Encoder (PE), a family of state-of-the-art vision encoders for image and video understanding. Traditionally, vision encoders have relied on a variety of pretraining objectives, each excelling at different downstream tasks. Surprisingly, after scaling a carefully tuned image p…

Cited by 0SourcecodeScholar
2021

Pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis

CVPR 2021poster

We have witnessed rapid progress on 3D-aware image synthesis, leveraging recent advances in generative visual models and neural rendering. Existing approaches however fall short in two ways: first, they may lack an underlying 3D representation or rely on view-inconsistent rendering, hence synthesizi…

Cited by 979PDFcodeScholar