A Closer Look at Few-Shot Video Classification: A New Baseline and
Benchmark

A Closer Look at Few-Shot Video Classification: A New Baseline and Benchmark

24 October 2021

Gangshan Wu

Papers citing "A Closer Look at Few-Shot Video Classification: A New Baseline and Benchmark"

18 / 18 papers shown

Title
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action Recognition Congqi Cao Peiheng Han Y. Zhang Yating Yu Qinyi Lv Lingtong Min Yanning Zhang VLM 38 0 0 09 May 2025
LEARN: A Unified Framework for Multi-Task Domain Adapt Few-Shot Learning Bharadwaj Ravichandran Alexander Lynch S. Brockman Brandon RichardWebster Dawei Du A. Hoogs Christopher Funk ObjD VLM 68 0 0 20 Dec 2024
Task-Adapter: Task-specific Adaptation of Image Models for Few-shot Action Recognition Congqi Cao Guibiao Liao Yating Yu Kanglin Liu Lingtong Min Yanning Zhang 30 4 0 01 Aug 2024
Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models Georgia Markham M. Balamurali Andrew J. Hill 36 1 0 03 Jun 2024
CDFSL-V: Cross-Domain Few-Shot Learning for Videos Sarinda Samarasinghe Mamshad Nayeem Rizve Navid Kardan M. Shah 21 11 0 07 Sep 2023
M $^3$ Net: Multi-view Encoding, Matching, and Fusion for Few-shot Fine-grained Action Recognition Hao Tang Jun Liu Shuanglin Yan Rui Yan Zechao Li Jinhui Tang 19 37 0 06 Aug 2023
Multimodal Adaptation of CLIP for Few-Shot Action Recognition Jiazheng Xing Mengmeng Wang Xiaojun Hou Guangwen Dai Jingdong Wang Yong-Jin Liu VLM 15 0 0 03 Aug 2023
Rethinking matching-based few-shot action recognition Juliette Bertrand Yannis Kalantidis Giorgos Tolias 21 1 0 28 Mar 2023
Meta-learning approaches for few-shot learning: A survey of recent advances Hassan Gharoun Fereshteh Momenifar Fang Chen Amir H. Gandomi OOD VLM 44 43 0 13 Mar 2023
Revisiting the Spatial and Temporal Modeling for Few-shot Action Recognition Jiazheng Xing Mengmeng Wang Yong-Jin Liu B. Mu ViT 8 33 0 19 Jan 2023
VLG: General Video Recognition with Web Textual Knowledge Jintao Lin Zhaoyang Liu Wenhai Wang Wayne Wu Limin Wang 37 0 0 03 Dec 2022
Knowledge Prompting for Few-shot Action Recognition Yuheng Shi Xinxiao Wu Hanxi Lin VLM 16 4 0 22 Nov 2022
Inductive and Transductive Few-Shot Video Classification via Appearance and Temporal Alignments Khoi Duc Minh Nguyen Quoc-Huy Tran Khoi Nguyen Binh-Son Hua Rang Nguyen 23 29 0 21 Jul 2022
Compound Prototype Matching for Few-shot Action Recognition Yifei Huang Lijin Yang Yoichi Sato 22 43 0 12 Jul 2022
HyperShot: Few-Shot Learning by Kernel HyperNetworks Marcin Sendera Marcin Przewiȩźlikowski Konrad Karanowski Maciej Ziȩba Jacek Tabor P. Spurek VLM 16 27 0 21 Mar 2022
Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Yinbo Chen Zhuang Liu Huijuan Xu Trevor Darrell Xiaolong Wang 158 340 0 09 Mar 2020
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 165 666 0 07 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 281 11,681 0 09 Mar 2017