Towards Universal Image Embeddings: A Large-Scale Dataset and Challenge
for Generic Image Representations

Towards Universal Image Embeddings: A Large-Scale Dataset and Challenge for Generic Image Representations

4 September 2023

Nikolaos-Antonios Ypsilantis

Mário Lipovský

Pelin Dogan-Schönberger

Grzegorz Makosa

Boris Bluntschli

Mojtaba Seyedhosseini

Papers citing "Towards Universal Image Embeddings: A Large-Scale Dataset and Challenge for Generic Image Representations"

14 / 14 papers shown

Title
MIEB: Massive Image Embedding Benchmark Chenghao Xiao Isaac Chung Imene Kerboua Jamie Stirling Xin Zhang Márton Kardos Roman Solomatin Noura Al Moubayed K. Enevoldsen Niklas Muennighoff VLM 35 0 0 14 Apr 2025
FocalLens: Instruction Tuning Enables Zero-Shot Conditional Image Representations Cheng-Yu Hsieh Pavan Kumar Anasosalu Vasu Fartash Faghri Raviteja Vemulapalli Chun-Liang Li Ranjay Krishna Oncel Tuzel Hadi Pouransari VLM 66 0 0 11 Apr 2025
Benchmarking Image Embeddings for E-Commerce: Evaluating Off-the Shelf Foundation Models, Fine-Tuning Strategies and Practical Trade-offs Urszula Czerwinska Cenk Bircanoglu Jeremy Chamoux 33 0 0 10 Apr 2025
TIPS: Text-Image Pretraining with Spatial awareness Kevis-Kokitsi Maninis Kaifeng Chen Soham Ghosh Arjun Karpur Koert Chen ... Jan Dlabal Dan Gnanapragasam Mojtaba Seyedhosseini Howard Zhou Andre Araujo VLM 30 3 0 21 Oct 2024
Efficient and Discriminative Image Feature Extraction for Universal Image Retrieval Morris Florek David Tschirschwitz Björn Barz Volker Rodehorst VLM 18 0 0 20 Sep 2024
UDON: Universal Dynamic Online distillatioN for generic image representations Nikolaos-Antonios Ypsilantis Kaifeng Chen André Araujo Ondřej Chum 30 3 0 12 Jun 2024
Residual Quantization with Implicit Neural Codebooks Iris A. M. Huijben Matthijs Douze Matthew Muckley Ruud J. G. van Sloun Jakob Verbeek MQ 16 11 0 26 Jan 2024
Low-Resource Vision Challenges for Foundation Models Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 22 5 0 09 Jan 2024
Improve Supervised Representation Learning with Masked Image Modeling Kaifeng Chen Daniel M. Salz Huiwen Chang Kihyuk Sohn Dilip Krishnan Mojtaba Seyedhosseini SSL ViT 14 2 0 01 Dec 2023
Threshold-Consistent Margin Loss for Open-World Deep Metric Learning Q. Zhang Linghan Xu Qingming Tang Jun Fang Yingqi Wu Joseph Tighe Yifan Xing 12 4 0 08 Jul 2023
Granularity-aware Adaptation for Image Retrieval over Multiple Tasks Jon Almazán ByungSoo Ko Geonmo Gu Diane Larlus Yannis Kalantidis ObjD VLM 28 7 0 05 Oct 2022
SCENIC: A JAX Library for Computer Vision Research and Beyond Mostafa Dehghani A. Gritsenko Anurag Arnab Matthias Minderer Yi Tay 41 67 0 18 Oct 2021
DOLG: Single-Stage Image Retrieval with Deep Orthogonal Fusion of Local and Global Features Min Yang Dongliang He M. Fan Baorong Shi Xuetong Xue Fu Li Errui Ding Jizhou Huang 35 92 0 06 Aug 2021
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval A. Brown Weidi Xie Vicky Kalogeiton Andrew Zisserman 31 162 0 23 Jul 2020