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Cycle Consistency as Reward: Learning Image-Text Alignment without Human Preferences
v1v2 (latest)

Cycle Consistency as Reward: Learning Image-Text Alignment without Human Preferences

2 June 2025
Hyojin Bahng
Caroline Chan
F. Durand
Phillip Isola
    EGVM
ArXiv (abs)PDFHTML

Papers citing "Cycle Consistency as Reward: Learning Image-Text Alignment without Human Preferences"

7 / 7 papers shown
Title
HEDGE: Hallucination Estimation via Dense Geometric Entropy for VQA with Vision-Language Models
HEDGE: Hallucination Estimation via Dense Geometric Entropy for VQA with Vision-Language Models
Sushant Gautam
Michael A. Riegler
Pål Halvorsen
VLM
158
0
0
16 Nov 2025
Generating an Image From 1,000 Words: Enhancing Text-to-Image With Structured Captions
Generating an Image From 1,000 Words: Enhancing Text-to-Image With Structured Captions
Eyal Gutflaish
Eliran Kachlon
Hezi Zisman
Tal Hacham
Nimrod Sarid
...
Saar Huberman
Gal Davidi
Guy Bukchin
Kfir Goldberg
Ron Mokady
DiffMVLM
213
1
0
10 Nov 2025
PreferThinker: Reasoning-based Personalized Image Preference Assessment
PreferThinker: Reasoning-based Personalized Image Preference Assessment
Shengqi Xu
Xinpeng Zhou
Y. Zhang
Ming-Yu Liu
Tao Liang
Tianyu Zhang
Yalong Bai
Zuxuan Wu
W. Zuo
177
0
0
01 Nov 2025
RealDPO: Real or Not Real, that is the Preference
RealDPO: Real or Not Real, that is the Preference
Guo Cheng
Danni Yang
Ziqi Huang
Jianlou Si
Chenyang Si
Ziwei Liu
VGen
286
0
0
16 Oct 2025
Graph Alignment via Dual-Pass Spectral Encoding and Latent Space Communication
Graph Alignment via Dual-Pass Spectral Encoding and Latent Space Communication
M. Behmanesh
Erkan Turan
M. Ovsjanikov
124
0
0
11 Sep 2025
Unified Multimodal Model as Auto-Encoder
Unified Multimodal Model as Auto-Encoder
Zhiyuan Yan
Kaiqing Lin
Zongjian Li
Junyan Ye
Hui Han
...
Xue Xu
Xinyan Xiao
Jingdong Wang
Haifeng Wang
Li Yuan
298
1
0
11 Sep 2025
The Telephone Game: Evaluating Semantic Drift in Unified Models
The Telephone Game: Evaluating Semantic Drift in Unified Models
Sabbir Mollah
Rohit Gupta
S. Swetha
Qingyang Liu
Ahnaf Munir
Mubarak Shah
VLM
131
1
0
04 Sep 2025
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