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This work presents Insert Anything, a unified framework for reference-based image insertion that seamlessly integrates objects from reference images into target scenes under flexible, user-specified control guidance.
Diatom autofocusing in brightfield microscopy: a comparative study
José Luis Pech-Pacheco, Gabriel Cristóbal, Jesús Chamorro-Martinez, and Joaquín Fernández-Valdivia · 2000
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U-net: Convolutional networks for biomedical image segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015
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Gans trained by a two time-scale update rule converge to a local nash equilibrium
Martin Heusel, Hubert Ramsauer, Thomas Unterthiner, Bernhard Nessler, and Sepp Hochreiter · 2017
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Denoising diffusion probabilistic models
Jonathan Ho, Ajay Jain, and Pieter Abbeel · 2020
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Exploring the limits of transfer learning with a unified text-to-text transformer
Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, and Peter J Liu · 2020
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Viton-hd: High-resolution virtual try-on via misalignment-aware normalization
Seunghwan Choi, Sunghyun Park, Minsoo Lee, and Jaegul Choo · 2021
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Sample and computation redistribution for efficient face detection
Jia Guo, Jiankang Deng, Alexandros Lattas, and Stefanos Zafeiriou · 2021
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Flow matching for generative modeling
Yaron Lipman, Ricky TQ Chen, Heli Ben-Hamu, Maximilian Nickel, and Matt Le · 2022
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Repaint: Inpainting using denoising diffusion probabilistic models
Andreas Lugmayr, Martin Danelljan, Andres Romero, Fisher Yu, Radu Timofte, and Luc Van Gool · 2022
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Instructpix2pix: Learning to follow image editing instructions
Tim Brooks, Aleksander Holynski, and Alexei A Efros · 2023
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Segment anything
Alexander Kirillov, Eric Mintun, Nikhila Ravi, Hanzi Mao, Chloe Rolland, Laura Gustafson, Tete Xiao, Spencer Whitehead, Alexander C Berg, Wan-Yen Lo, et al · 2023
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Putting people in their place: Affordance-aware human insertion into scenes
Sumith Kulal, Tim Brooks, Alex Aiken, Jiajun Wu, Jimei Yang, Jingwan Lu, Alexei A Efros, and Krishna Kumar Singh · 2023
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Lightglue: Local feature matching at light speed
Philipp Lindenberger, Paul-Edouard Sarlin, and Marc Pollefeys · 2023
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Prodigy: An expeditiously adaptive parameter-free learner
Konstantin Mishchenko and Aaron Defazio · 2023
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Dinov2: Learning robust visual features without supervision
Maxime Oquab, Timothée Darcet, Théo Moutakanni, Huy Vo, Marc Szafraniec, Vasil Khalidov, Pierre Fernandez, Daniel Haziza, Francisco Massa, Alaaeldin El-Nouby, et al · 2023
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Scalable diffusion models with transformers
William Peebles and Saining Xie · 2023
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Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation
Nataniel Ruiz, Yuanzhen Li, Varun Jampani, Yael Pritch, Michael Rubinstein, and Kfir Aberman · 2023
Cited alongside, same era.
Styledrop: Text-to-image generation in any style
Kihyuk Sohn, Nataniel Ruiz, Kimin Lee, Daniel Castro Chin, Irina Blok, Huiwen Chang, Jarred Barber, Lu Jiang, Glenn Entis, Yuanzhen Li, et al · 2023
Cited alongside, same era.
Smartbrush: Text and shape guided object inpainting with diffusion model
Shaoan Xie, Zhifei Zhang, Zhe Lin, Tobias Hinz, and Kun Zhang · 2023
In-context lora for diffusion transformers
Lianghua Huang, Wei Wang, Zhi-Fan Wu, Yupeng Shi, Huanzhang Dou, Chen Liang, Yutong Feng, Yu Liu, and Jingren Zhou · 2024
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Designedit: Multi-layered latent decomposition and fusion for unified & accurate image editing
Yueru Jia, Yuhui Yuan, Aosong Cheng, Chuke Wang, Ji Li, Huizhu Jia, and Shanghang Zhang · 2024
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Drip: Unleashing diffusion priors for joint foreground and alpha prediction in image matting
Xiaodi Li, Zongxin Yang, Ruijie Quan, and Yi Yang · 2024
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Grounding dino: Marrying dino with grounded pre-training for open-set object detection
Shilong Liu, Zhaoyang Zeng, Tianhe Ren, Feng Li, Hao Zhang, Jie Yang, Qing Jiang, Chunyuan Li, Jianwei Yang, Hang Su, et al · 2024
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Qwen2vl-flux: Unifying image and text guidance for controllable image generation, 2024
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Cited alongside, same era.
Paint by example: Exemplar-based image editing with diffusion models
Binxin Yang, Shuyang Gu, Bo Zhang, Ting Zhang, Xuejin Chen, Xiaoyan Sun, Dong Chen, and Fang Wen · 2023
Cited alongside, same era.
Ip-adapter: Text compatible image prompt adapter for text-to-image diffusion models
Hu Ye, Jun Zhang, Sibo Liu, Xiao Han, and Wei Yang · 2023
Cited alongside, same era.
Mvimgnet: A large-scale dataset of multi-view images
Xianggang Yu, Mutian Xu, Yidan Zhang, Haolin Liu, Chongjie Ye, Yushuang Wu, Zizheng Yan, Chenming Zhu, Zhangyang Xiong, Tianyou Liang, et al · 2023
Cited alongside, same era.
Sigmoid loss for language image pre-training
Xiaohua Zhai, Basil Mustafa, Alexander Kolesnikov, and Lucas Beyer · 2023
Cited alongside, same era.
Catvton: Concatenation is all you need for virtual try-on with diffusion models
Zheng Chong, Xiao Dong, Haoxiang Li, Shiyue Zhang, Wenqing Zhang, Xujie Zhang, Hanqing Zhao, and Xiaodan Liang · 2024
Cited alongside, same era.
Style injection in diffusion: A training-free approach for adapting large-scale diffusion models for style transfer
Jiwoo Chung, Sangeek Hyun, and Jae-Pil Heo · 2024
Cited alongside, same era.
On the representation and methodology for wide and short range head pose estimation
Alejandro Cobo, Roberto Valle, José M Buenaposada, and Luis Baumela · 2024
Cited alongside, same era.
Pengqi Lu · 2024
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Synthesizing environment-specific people in photographs
Mirela Ostrek, Carol O’Sullivan, Michael J Black, and Justus Thies · 2024
Later among the works it cites.
Text2place: Affordance-aware text guided human placement
Rishubh Parihar, Harsh Gupta, Sachidanand VS, and R Venkatesh Babu · 2024
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Audioscenic: Audio-driven video scene editing
Kaixin Shen, Ruijie Quan, Linchao Zhu, Jun Xiao, and Yi Yang · 2024
Later among the works it cites.
Large-scale text-to-image model with inpainting is a zero-shot subject-driven image generator
Chaehun Shin, Jooyoung Choi, Heeseung Kim, and Sungroh Yoon · 2024
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Imprint: Generative object compositing by learning identity-preserving representation
Yizhi Song, Zhifei Zhang, Zhe Lin, Scott Cohen, Brian Price, Jianming Zhang, Soo Ye Kim, He Zhang, Wei Xiong, and Daniel Aliaga · 2024
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Ominicontrol: Minimal and universal control for diffusion transformer
Zhenxiong Tan, Songhua Liu, Xingyi Yang, Qiaochu Xue, and Xinchao Wang · 2024
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Anyedit: Mastering unified high-quality image editing for any idea
Qifan Yu, Wei Chow, Zhongqi Yue, Kaihang Pan, Yang Wu, Xiaoyang Wan, Juncheng Li, Siliang Tang, Hanwang Zhang, and Yueting Zhuang · 2024
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Ace++: Instruction-based image creation and editing via context-aware content filling
Chaojie Mao, Jingfeng Zhang, Yulin Pan, Zeyinzi Jiang, Zhen Han, Yu Liu, and Jingren Zhou · 2025
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Tarpro: Targeted protection against malicious image editing
Kaixin Shen, Ruijie Quan, Jiaxu Miao, Jun Xiao, and Yi Yang · 2025
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