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IR-GAN: Image Manipulation with Linguistic Instruction by Increment Reasoning ...
Abstract: Conditional image generation is an active research topic including text2image and image translation. Recently image manipulation with linguistic instruction brings new challenges of multimodal conditional generation. However, traditional conditional image generation models mainly focus on generating high-quality and visually realistic images, and lack resolving the partial consistency between image and instruction. To address this issue, we propose an Increment Reasoning Generative Adversarial Network (IR-GAN), which aims to reason the consistency between visual increment in images and semantic increment in instructions. First, we introduce the word-level and instruction-level instruction encoders to learn user's intention from history-correlated instructions as semantic increment. Second, we embed the representation of semantic increment into that of source image for generating target image, where source image plays the role of referring auxiliary. Finally, we propose a reasoning discriminator to measure ...
Keyword: Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2204.00792
https://arxiv.org/abs/2204.00792
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2
Improving Encoder by Auxiliary Supervision Tasks for Table-to-Text Generation ...
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3
32 II-A2 TreeBERT: A Tree-Based Pre-Trained Model for Programming Language ...
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4
TreeBERT: A Tree-Based Pre-Trained Model for Programming Language ...
Jiang, Xue; Zheng, Zhuoran; Lyu, Chen. - : arXiv, 2021
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5
Using Artificial Intelligence for the Construction of University Physical Training and Teaching Systems
In: J Healthc Eng (2021)
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6
Common Brain Substrates Underlying Auditory Speech Priming and Perceived Spatial Separation
In: Front Neurosci (2021)
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7
Bundle-driven move analysis: Sentence initial lexical bundles in PhD abstracts
Wu, Shaoqun; Li, Liang; Franken, Margaret. - : Elsevier, 2020
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8
Measurement of $W^{\pm}$-boson and $Z$-boson production cross-sections in $pp$ collisions at $\sqrt{s}=2.76$ TeV with the ATLAS detector
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9
Knowledge-guided Pairwise Reconstruction Network for Weakly Supervised Referring Expression Grounding ...
Liu, Xuejing; Li, Liang; Wang, Shuhui. - : arXiv, 2019
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10
Adaptive Reconstruction Network for Weakly Supervised Referring Expression Grounding ...
Liu, Xuejing; Li, Liang; Wang, Shuhui. - : arXiv, 2019
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11
Sentence initial bundles: A comparative study between Chinese master’s L2 theses and published writing
Wu, Shaoqun; Li, Liang; Franken, Margaret. - : Asian EFL Journal Press, 2018
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12
Chinese postgraduates' explanation of the sources of sentence initial bundles in their thesis writing
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13
Logical Parsing from Natural Language Based on a Neural Translation Model ...
Li, Liang; Li, Pengyu; Liu, Yifan. - : arXiv, 2017
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14
Family involvement in preschoolers' bilingual heritage language development: a cultural-historical study of Chinese-Australian families' everyday practices ...
Li, Liang. - : Monash University, 2017
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15
Sentence initial bundles in L2 thesis writing: A comparative study of Chinese L2 and New Zealand L1 postgraduates’ writing
Li, Liang. - : University of Waikato, 2017
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16
Attentional modulation of the early cortical representation of speech signals in informational or energetic masking
In: Brain & language. - Orlando, Fla. [u.a.] : Elsevier 135 (2014), 85-95
OLC Linguistik
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17
Interaction between auditory and motor systems in speech perception
Wu, Zhe-Meng; Chen, Ming-Li; Wu, Xi-Hong. - : Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, 2014
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18
Primitive Auditory Memory Is Correlated with Spatial Unmasking That Is Based on Direct-Reflection Integration
Li, Huahui; Kong, Lingzhi; Wu, Xihong. - : Public Library of Science, 2013
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19
The effect of energetic and informational masking on the time-course of stream segregation: Evidence that streaming depends on vocal fine structure cues
In: Language and cognitive processes. - Abingdon : Routledge, Taylor & Francis Group 27 (2012) 7, 1056-1088
OLC Linguistik
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20
Effects of aging on the ability to benefit from prior knowledge of message content in masked speech recognition
In: Speech communication. - Amsterdam [u.a.] : Elsevier 54 (2012) 4, 529-542
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