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08/08/2023
Synthetic Augmentation with Large-scale Unconditional Pre-training
Deep learning based medical image recognition systems often require a su...
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07/28/2023
Does Full Waveform Inversion Benefit from Big Data?
This paper investigates the impact of big data on deep learning models f...
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06/21/2023
𝔼^𝐅𝐖𝐈: Multi-parameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties
Elastic geophysical properties (such as P- and S-wave velocities) are of...
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06/19/2023
WiCo: Win-win Cooperation of Bottom-up and Top-down Referring Image Segmentation
The top-down and bottom-up methods are two mainstreams of referring segm...
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05/20/2023
Text-Video Retrieval with Disentangled Conceptualization and Set-to-Set Alignment
Text-video retrieval is a challenging cross-modal task, which aims to al...
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03/25/2023
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning
Contrastive learning-based video-language representation learning approa...
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03/23/2023
Multi-granularity Interaction Simulation for Unsupervised Interactive Segmentation
Interactive segmentation enables users to segment as needed by providing...
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03/17/2023
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model
Existing text-video retrieval solutions are, in essence, discriminant mo...
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03/13/2023
Parallel Vertex Diffusion for Unified Visual Grounding
Unified visual grounding pursues a simple and generic technical route to...
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11/21/2022
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations
Most video-and-language representation learning approaches employ contra...
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04/28/2022
An Intriguing Property of Geophysics Inversion
Inversion techniques are widely used to reconstruct subsurface physical ...
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02/03/2022
Exploring Multi-physics with Extremely Weak Supervision
Multi-physical inversion plays a critical role in geophysics. It has bee...
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11/04/2021
OpenFWI: Benchmark Seismic Datasets for Machine Learning-Based Full Waveform Inversion
We present OpenFWI, a collection of large-scale open-source benchmark da...
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10/14/2021
Unsupervised Learning of Full-Waveform Inversion: Connecting CNN and Partial Differential Equation in a Loop
This paper investigates unsupervised learning of Full-Waveform Inversion...
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06/13/2021
Learning on Abstract Domains: A New Approach for Verifiable Guarantee in Reinforcement Learning
Formally verifying Deep Reinforcement Learning (DRL) systems is a challe...
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10/02/2020
Artificial Intelligence Enabled Traffic Monitoring System
Manual traffic surveillance can be a daunting task as Traffic Management...
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05/04/2020
Distributional Discrepancy: A Metric for Unconditional Text Generation
The goal of unconditional text generation is training a model with real ...
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04/05/2020
A Discriminator Improves Unconditional Text Generation without Updating the Generator
We propose a novel mechanism to improve a text generator with a discrimi...
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04/05/2020
A Discriminator Improves Unconditional Text Generation without Updating the Generato
We propose a novel mechanism to improve a text generator with a discrimi...
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10/20/2019
PID: A New Benchmark Dataset to Classify and Densify Pavement Distresses
Automated pavement distresses detection using road images remains a chal...
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05/30/2019