Deep Learning for Instance Retrieval: A Survey

27 January 2021

Papers citing "Deep Learning for Instance Retrieval: A Survey"

50 / 87 papers shown

Title
Uni-Retrieval: A Multi-Style Retrieval Framework for STEM's Education Yanhao Jia Xinyi Wu Hao Li Qinglin Zhang Yuxiao Hu Shuai Zhao Wenqi Fan 93 3 0 09 Feb 2025
Evaluating Pre-trained Convolutional Neural Networks and Foundation Models as Feature Extractors for Content-based Medical Image Retrieval Amirreza Mahbod Nematollah Saeidi Sepideh Hatamikia Ramona Woitek VLM MedIm 65 3 0 14 Sep 2024
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting Zilong Wang Zifeng Wang Long Le Huaixiu Steven Zheng Swaroop Mishra ... Anush Mattapalli Ankur Taly Jingbo Shang Chen-Yu Lee Tomas Pfister RALM 102 39 0 11 Jul 2024
Learning with Label Noise for Image Retrieval by Selecting Interactions Sarah Ibrahimi Arnaud Sors Rafael Sampaio de Rezende Stéphane Clinchant NoLa VLM 39 16 0 20 Dec 2021
InsCLR: Improving Instance Retrieval with Self-Supervision Zelu Deng Yujie Zhong Sheng Guo Weilin Huang 84 13 0 02 Dec 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 70 95 0 06 Aug 2021
Instance-level Image Retrieval using Reranking Transformers Fuwen Tan Jiangbo Yuan Vicente Ordonez ViT 91 92 0 22 Mar 2021
Training Vision Transformers for Image Retrieval Alaaeldin El-Nouby Natalia Neverova Ivan Laptev Hervé Jégou ViT 93 157 0 10 Feb 2021
Investigating the Vision Transformer Model for Image Retrieval Tasks S. Gkelios Y. Boutalis S. Chatzichristofis VLM ViT 45 30 0 11 Jan 2021
Content-based Image Retrieval and the Semantic Gap in the Deep Learning Era Björn Barz Joachim Denzler VLM 15 12 0 12 Nov 2020
On the Exploration of Incremental Learning for Fine-grained Image Retrieval Wei Chen Yu Liu Weiping Wang Tinne Tuytelaars E. Bakker M. Lew CLL 19 16 0 15 Oct 2020
Learning and aggregating deep local descriptors for instance-level recognition Giorgos Tolias Tomás Jenícek Ondvrej Chum FedML 195 101 0 26 Jul 2020
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval A. Brown Weidi Xie Vicky Kalogeiton Andrew Zisserman 64 163 0 23 Jul 2020
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval Tobias Weyand A. Araújo Bingyi Cao Jack Sim 58 367 0 03 Apr 2020
Two-stage Discriminative Re-ranking for Large-scale Landmark Retrieval Shuhei Yokoo Kohei Ozaki E. Simo-Serra S. Iizuka 96 31 0 25 Mar 2020
A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses Malik Boudiaf Jérôme Rony Imtiaz Masud Ziko Eric Granger M. Pedersoli Pablo Piantanida Ismail Ben Ayed SSL 42 159 0 19 Mar 2020
A Metric Learning Reality Check Kevin Musgrave Serge J. Belongie Ser-Nam Lim 120 475 0 18 Mar 2020
SOLAR: Second-Order Loss and Attention for Image Retrieval Tony Ng Vassileios Balntas Yurun Tian K. Mikolajczyk 46 106 0 24 Jan 2020
Unifying Deep Local and Global Features for Image Search Bingyi Cao A. Araújo Jack Sim VLM FedML 20 22 0 14 Jan 2020
Targeted Mismatch Adversarial Attack: Query with a Flower to Retrieve the Tower Giorgos Tolias Filip Radenovic Ondřej Chum AAML 29 70 0 24 Aug 2019
Learning with Average Precision: Training Image Retrieval with a Listwise Loss Jérôme Revaud Jon Almazán Rafael Sampaio de Rezende César Roberto de Souza VLM 46 373 0 18 Jun 2019
REMAP: Multi-layer entropy-guided pooling of dense CNN features for image retrieval S. Husain M. Bober 36 51 0 15 Jun 2019
Large-scale Landmark Retrieval/Recognition under a Noisy and Diverse Dataset Kohei Ozaki Shuhei Yokoo 36 35 0 10 Jun 2019
Efficient Object Embedding for Spliced Image Retrieval Bor-Chun Chen Zuxuan Wu L. Davis Ser-Nam Lim 46 8 0 28 May 2019
Local Features and Visual Words Emerge in Activations Oriane Siméoni Yannis Avrithis Ondřej Chum 85 74 0 15 May 2019
D2-Net: A Trainable CNN for Joint Detection and Description of Local Features Mihai Dusmanu Ignacio Rocco Tomas Pajdla Marc Pollefeys Josef Sivic Akihiko Torii Torsten Sattler 32 679 0 09 May 2019
Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning Xun Wang Xintong Han Weilin Huang Dengke Dong Matthew R. Scott 44 742 0 14 Apr 2019
A Survey of the Recent Architectures of Deep Convolutional Neural Networks Asifullah Khan A. Sohail Umme Zahoora Aqsa Saeed Qureshi OOD 87 2,286 0 17 Jan 2019
Detect-to-Retrieve: Efficient Regional Aggregation for Image Search Marvin Teichmann A. Araújo Menglong Zhu Jack Sim ObjD 25 117 0 04 Dec 2018
Towards Visual Feature Translation Jie Hu Rongrong Ji Hong Liu Shengchuan Zhang Cheng Deng Q. Tian DiffM 37 13 0 03 Dec 2018
Universal Perturbation Attack Against Image Retrieval Jie Li Rongrong Ji Hong Liu Xiaopeng Hong Yue Gao Q. Tian AAML 45 98 0 03 Dec 2018
Efficient Image Retrieval via Decoupling Diffusion into Online and Offline Processing Fan Yang Ryota Hinami Yusuke Matsui Steven Ly Shiníchi Satoh DiffM 35 49 0 27 Nov 2018
Matchable Image Retrieval by Learning from Surface Reconstruction Tianwei Shen Zixin Luo Lei Zhou Runze Zhang Siyu Zhu Tian Fang Long Quan 3DV 37 50 0 26 Nov 2018
Deep Learning for Generic Object Detection: A Survey Li Liu Wanli Ouyang Xiaogang Wang Paul Fieguth Jie Chen Xinwang Liu M. Pietikäinen ObjD VLM OOD 138 2,438 0 06 Sep 2018
Multi-feature Fusion for Image Retrieval Using Constrained Dominant Sets L. T. Alemu Marcello Pelillo 43 21 0 15 Aug 2018
Deep Randomized Ensembles for Metric Learning Hong Xuan Richard Souvenir Robert Pless UQCV OOD 59 102 0 13 Aug 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 73 1,878 0 15 Jul 2018
Deep Feature Aggregation and Image Re-ranking with Heat Diffusion for Image Retrieval Shanmin Pang Jin Ma Jianru Xue Jihua Zhu Vicente Ordonez OOD 34 37 0 22 May 2018
Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking Filip Radenovic Ahmet Iscen Giorgos Tolias Yannis Avrithis Ondřej Chum 41 376 0 29 Mar 2018
Mining on Manifolds: Metric Learning without Labels Ahmet Iscen Giorgos Tolias Yannis Avrithis Ondřej Chum SSL 50 114 0 29 Mar 2018
From Selective Deep Convolutional Features to Compact Binary Representations for Image Retrieval Thanh-Toan Do Tuan Hoang Dang-Khoa Le Tan Huu Le Tam V. Nguyen Ngai-Man Cheung 42 31 0 07 Feb 2018
Saliency Weighted Convolutional Features for Instance Search Eva Mohedano Kevin McGuinness Xavier Giró-i-Nieto Noel E. O'Connor FAtt 32 31 0 29 Nov 2017
Fine-tuning CNN Image Retrieval with No Human Annotation Filip Radenovic Giorgos Tolias Ondřej Chum 56 1,294 0 03 Nov 2017
Effective Image Retrieval via Multilinear Multi-index Fusion Zhizhong Zhang Yuan Xie Wensheng Zhang Q. Tian 41 15 0 27 Sep 2017
Learning Non-Metric Visual Similarity for Image Retrieval Noa Garcia George Vogiatzis 32 37 0 05 Sep 2017
Iterative Manifold Embedding Layer Learned by Incomplete Data for Large-scale Image Retrieval Jian Xu Chunheng Wang Cheng-Zuo Qi Cunzhao Shi Baihua Xiao 21 20 0 14 Jul 2017
Few-Shot Learning Through an Information Retrieval Lens Eleni Triantafillou R. Zemel R. Urtasun 45 238 0 09 Jul 2017
Class-Weighted Convolutional Features for Visual Instance Search Albert Jiménez J. Álvarez Xavier Giró-i-Nieto 18 75 0 09 Jul 2017
Working hard to know your neighbor's margins: Local descriptor learning loss A. Mishchuk Dmytro Mishkin Filip Radenovic Jirí Matas 63 689 0 30 May 2017
Simultaneous Feature Aggregating and Hashing for Large-scale Image Search Thanh-Toan Do Dang-Khoa Le Tan Trung T. Pham Ngai-Man Cheung 34 36 0 04 Apr 2017