NeCo: Improving DINOv2's spatial representations in 19 GPU hours with Patch Neighbor Consistency. - Valentinos Pariza; Mohammadreza Salehi; Gertjan J. Burghouts; Francesco Locatello; Yuki M. Asano (CoRR, 2024)

Near, far: Patch-ordering enhances vision foundation models' scene understanding. - Valentinos Pariza; Mohammadreza Salehi; Gertjan J. Burghouts; Francesco Locatello; Yuki M. Asano (ICLR, 2025)

Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning. - Shashanka Venkataramanan; Valentinos Pariza; Mohammadreza Salehi; Lukas Knobel; Spyros Gidaris; Elias Ramzi; Andrei Bursuc; Yuki M. Asano (CoRR, 2025)