Explore the Power of Synthetic Data on Few-shot Object Detection

23 March 2023

Papers citing "Explore the Power of Synthetic Data on Few-shot Object Detection"

26 / 26 papers shown

Title
Sim2Real Transfer for Vision-Based Grasp Verification Pau Amargant Peter Honig Markus Vincze 20 0 0 05 May 2025
Synthetic data enables context-aware bioacoustic sound event detection Benjamin Hoffman David Robinson Marius Miron V. Baglione D. Canestrari Damian Elias Eva Trapote Olivier Pietquin 32 0 0 01 Mar 2025
Multi-Perspective Data Augmentation for Few-shot Object Detection Anh-Khoa Nguyen Vu Quoc-Truong Truong Vinh-Tiep Nguyen T. Ngo Thanh-Toan Do Tam V. Nguyen 69 1 0 25 Feb 2025
Effective and secure federated online learning to rank Shuyi Wang 31 0 0 26 Dec 2024
Boosting Few-Shot Detection with Large Language Models and Layout-to-Image Synthesis Ahmed Abdullah Nikolas Ebert Oliver Wasenmüller ObjD 25 1 0 09 Oct 2024
Data Augmentation for Image Classification using Generative AI Fazle Rahat M Shifat Hossain Md Rubel Ahmed Sumit Kumar Jha Rickard Ewetz VLM 34 4 0 31 Aug 2024
Weak-to-Strong Compositional Learning from Generative Models for Language-based Object Detection Kwanyong Park Kuniaki Saito Donghyun Kim VLM CoGe 37 0 0 21 Jul 2024
DataDream: Few-shot Guided Dataset Generation Jae Myung Kim Jessica Bader Stephan Alaniz Cordelia Schmid Zeynep Akata 37 4 0 15 Jul 2024
Auto Cherry-Picker: Learning from High-quality Generative Data Driven by Language Yicheng Chen Xiangtai Li Yining Li Yanhong Zeng Jianzong Wu Xiangyu Zhao Kai Chen VLM DiffM 54 3 0 28 Jun 2024
DODA: Adapting Object Detectors to Dynamic Agricultural Environments in Real-Time with Diffusion Shuai Xiang Pieter M. Blok James Burridge Haozhou Wang Wei Guo 29 0 0 27 Mar 2024
Can Generative Models Improve Self-Supervised Representation Learning? Sana Ayromlou Arash Afkanpour Vahid Reza Khazaie Fereshteh Forghani 16 3 0 09 Mar 2024
A Tale of Tails: Model Collapse as a Change of Scaling Laws Elvis Dohmatob Yunzhen Feng Pu Yang Francois Charton Julia Kempe 11 62 0 10 Feb 2024
Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images Zhuoran Yu Chenchen Zhu Sean Culatana Raghuraman Krishnamoorthi Fanyi Xiao Yong Jae Lee 109 13 0 04 Dec 2023
AI-Generated Images as Data Source: The Dawn of Synthetic Era Zuhao Yang Fangneng Zhan Kunhao Liu Muyu Xu Shijian Lu EGVM 25 18 0 03 Oct 2023
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey Yunhao Chen Zihui Yan Yunjie Zhu 17 3 0 30 Sep 2023
Feedback-guided Data Synthesis for Imbalanced Classification Reyhane Askari Hemmat Mohammad Pezeshki Florian Bordes M. Drozdzal Adriana Romero Soriano SyDa 8 10 0 29 Sep 2023
Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative Instructions Juncheng Li Kaihang Pan Zhiqi Ge Minghe Gao Wei Ji Wenqiao Zhang Tat-Seng Chua Siliang Tang Hanwang Zhang Yueting Zhuang MLLM 27 61 0 08 Aug 2023
Linear Alignment of Vision-language Models for Image Captioning Fabian Paischer M. Hofmarcher Sepp Hochreiter Thomas Adler CLIP VLM 38 0 0 10 Jul 2023
Self-Consuming Generative Models Go MAD Sina Alemohammad Josue Casco-Rodriguez Lorenzo Luzi Ahmed Imtiaz Humayun H. Babaei Daniel LeJeune Ali Siahkoohi Richard G. Baraniuk WIGM 10 136 0 04 Jul 2023
Fill-Up: Balancing Long-Tailed Data with Generative Models Joonghyuk Shin Minguk Kang Jaesik Park 11 29 0 12 Jun 2023
Interactive Data Synthesis for Systematic Vision Adaptation via LLMs-AIGCs Collaboration Qifan Yu Juncheng Li Wentao Ye Siliang Tang Yueting Zhuang 20 13 0 22 May 2023
Hallucination Improves Few-Shot Object Detection Weilin Zhang Yu-xiong Wang ObjD 52 109 0 04 May 2021
Universal-Prototype Enhancing for Few-Shot Object Detection Aming Wu Yahong Han Linchao Zhu Yi Yang ObjD 26 83 0 01 Mar 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Yin Cui A. Srinivas Rui Qian Tsung-Yi Lin E. D. Cubuk Quoc V. Le Barret Zoph ISeg 223 962 0 13 Dec 2020
Frustratingly Simple Few-Shot Object Detection Xin Wang Thomas E. Huang Trevor Darrell Joseph E. Gonzalez F. I. F. Richard Yu ObjD 75 535 0 16 Mar 2020
Meta R-CNN : Towards General Solver for Instance-level Few-shot Learning Xiaopeng Yan Ziliang Chen Anni Xu Xiaoxi Wang Xiaodan Liang Liang Lin ObjD 154 440 0 28 Sep 2019