Rich Semantics Improve Few-shot Learning

Rich Semantics Improve Few-shot Learning

26 April 2021

Salman Khan

Muhammad Haris Khan

Muzammal Naseer

Fahad Shahbaz Khan

Papers citing "Rich Semantics Improve Few-shot Learning"

10 / 10 papers shown

Title
Cross-domain Multi-modal Few-shot Object Detection via Rich Text Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 55 1 0 24 Mar 2024
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Zhiqiu Lin Samuel Yu Zhiyi Kuang Deepak Pathak Deva Ramana VLM 20 100 0 16 Jan 2023
Improving Few-Shot Image Classification Using Machine- and User-Generated Natural Language Descriptions Kosuke Nishida Kyosuke Nishida Shuichi Nishioka VLM 23 7 0 07 Jul 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 50 344 0 13 May 2022
CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding Mohamed Afham Isuru Dissanayake Dinithi Dissanayake Amaya Dharmasiri Kanchana Thilakarathna Ranga Rodrigo 3DPC 16 251 0 01 Mar 2022
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir Fahad Shahbaz Khan M. Shah ViT 227 2,431 0 04 Jan 2021
Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Yinbo Chen Zhuang Liu Huijuan Xu Trevor Darrell Xiaolong Wang 175 342 0 09 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 362 11,700 0 09 Mar 2017
Learning Deep Representations of Fine-grained Visual Descriptions Scott E. Reed Zeynep Akata Bernt Schiele Honglak Lee OCL VLM 170 840 0 17 May 2016
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 281 31,267 0 16 Jan 2013