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OTFusion: Bridging Vision-only and Vision-Language Models via Optimal Transport for Transductive Zero-Shot Learning

OTFusion: Bridging Vision-only and Vision-Language Models via Optimal Transport for Transductive Zero-Shot Learning

16 June 2025
Qiyu Xu
Wenyang Chen
Zhanxuan Hu
Huafeng Li
Yonghang Tai
    VLM
ArXiv (abs)PDFHTML

Papers citing "OTFusion: Bridging Vision-only and Vision-Language Models via Optimal Transport for Transductive Zero-Shot Learning"

13 / 13 papers shown
Title
Pairwise Optimal Transports for Training All-to-All Flow-Based Condition Transfer Model
Pairwise Optimal Transports for Training All-to-All Flow-Based Condition Transfer Model
Kotaro Ikeda
Masanori Koyama
Jinzhe Zhang
Kohei Hayashi
Kenji Fukumizu
OT
554
1
0
04 Apr 2025
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections
Mohamed Fazli Mohamed Imam
Rufael Fedaku Marew
Jameel Hassan
Mustansar Fiaz
Alham Fikri Aji
Hisham Cholakkal
VLM
500
1
0
28 Nov 2024
Intra-Modal Proxy Learning for Zero-Shot Visual Categorization with CLIP
Intra-Modal Proxy Learning for Zero-Shot Visual Categorization with CLIP
Qi Qian
Yuanhong Xu
Juhua Hu
VLMCLIP
76
20
0
30 Oct 2023
Waffling around for Performance: Visual Classification with Random Words
  and Broad Concepts
Waffling around for Performance: Visual Classification with Random Words and Broad Concepts
Karsten Roth
Jae Myung Kim
A. Sophia Koepke
Oriol Vinyals
Cordelia Schmid
Zeynep Akata
VLM
69
75
0
12 Jun 2023
LaFTer: Label-Free Tuning of Zero-shot Classifier using Language and
  Unlabeled Image Collections
LaFTer: Label-Free Tuning of Zero-shot Classifier using Language and Unlabeled Image Collections
M. Jehanzeb Mirza
Leonid Karlinsky
Wei Lin
Mateusz Koziñski
Horst Possegger
Rogerio Feris
Horst Bischof
VLM
89
33
0
29 May 2023
CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets
CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets
Cheng-i Wang
Julian McAuley
Zachary Chase Lipton
Saurabh Garg
VLM
93
86
0
06 Feb 2023
Contrastive Embedding for Generalized Zero-Shot Learning
Contrastive Embedding for Generalized Zero-Shot Learning
Zongyan Han
Zhenyong Fu
Shuo Chen
Jian Yang
VLM
70
194
0
30 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision
Learning Transferable Visual Models From Natural Language Supervision
Alec Radford
Jong Wook Kim
Chris Hallacy
Aditya A. Ramesh
Gabriel Goh
...
Amanda Askell
Pamela Mishkin
Jack Clark
Gretchen Krueger
Ilya Sutskever
CLIPVLM
967
29,810
0
26 Feb 2021
Unsupervised Learning of Visual Features by Contrasting Cluster
  Assignments
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
Mathilde Caron
Ishan Misra
Julien Mairal
Priya Goyal
Piotr Bojanowski
Armand Joulin
OCLSSL
252
4,097
0
17 Jun 2020
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and
  Land Cover Classification
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification
P. Helber
B. Bischke
Andreas Dengel
Damian Borth
152
1,828
0
31 Aug 2017
Describing Textures in the Wild
Describing Textures in the Wild
Mircea Cimpoi
Subhransu Maji
Iasonas Kokkinos
S. Mohamed
Andrea Vedaldi
3DV
141
2,686
0
14 Nov 2013
Fine-Grained Visual Classification of Aircraft
Fine-Grained Visual Classification of Aircraft
Subhransu Maji
Esa Rahtu
Arno Solin
Matthew Blaschko
Andrea Vedaldi
126
2,269
0
21 Jun 2013
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation
  Distances
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation Distances
Marco Cuturi
OT
218
4,288
0
04 Jun 2013
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