Hi! I'm Menglin Jia (贾梦霖 in Chinese, KMnP in chemical elements --"jia meng lin" is the mandarin pronunciation of those chemical elements), an Information Science PhD candidate at Cornell University, advised by Claire Cardie and Serge Belongie. My research interest include fine-grained recognition using both visual and textual information.

Publications

VPT teaser

Visual Prompt Tuning

2022

Menglin Jia*, Luming Tang*, Bor-Chun Chen, Claire Cardie, Serge Belongie, Bharath Hariharan, Ser-Nam Lim (*Equal contribution)

arXiv
when in doubt teaser

Rethinking Nearest Neighbors for Visual Classification

2021

Menglin Jia, Bor-Chun Chen, Zuxuan Wu, Claire Cardie, Serge Belongie, Ser-Nam Lim

arXiv Code
when in doubt teaser

When in Doubt: Improving Classification Performance with Alternating Normalization

Findings of EMNLP 2021

Featured in the kexue.fm from a probability theory's pespective

Menglin Jia, Austin Reiter, Ser-Nam Lim, Yoav Artzi, Claire Cardie

arXiv Code ACL Anthology
Intentonomy teaser

Exploring Visual Engagement Signals for Representation Learning

ICCV 2021

Menglin Jia*, Zuxuan Wu*, Austin Reiter, Claire Cardie, Serge Belongie, Ser-Nam Lim (*Equal contribution)

Special thanks to Marseille who is featured in the teaser photo!

arXiv Project Page Video
Intentonomy teaser

Intentonomy: a Dataset and Study towards Human Intent Understanding

CVPR 2021 (oral)

Menglin Jia, Zuxuan Wu, Austin Reiter, Claire Cardie, Serge Belongie, Ser-Nam Lim

arXiv Project Page Video
Fashionpedia teaser

Fashionpedia: Ontology, Segmentation, and an Attribute Localization Dataset

ECCV 2020 (oral)

Featured in the ECCV 2020 Daily and BEST OF ECCV

Menglin Jia*, Mengyun Shi*, Mikhail Sirotenko*, Yin Cui*, Claire Cardie, Bharath Hariharan, Hartwig Adam, Serge Belongie (*Equal contribution)

arXiv Project Data API Model Video Challenge
Intentonomy teaser

Deep Multi-Modal Sets

2019

Austin Reiter, Menglin Jia, Pu Yang, Ser-Nam Lim

arXiv
Class Balanced Loss teaser

Class-Balanced Loss Based on Effective Number of Samples

CVPR 2019

Yin Cui, Menglin Jia, Tsung-Yi Lin, Yang Song, Serge Belongie

arXiv Code Slide

Activities