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Qinmin Yang

5 accepted papers

2026

CODiff: One-Step Diffusion Model for Camouflaged Object Detection

ICML 2026poster

Diffusion-based camouflaged object detection (COD) has recently shown great potential. In contrast to existing approaches that rely on multiple sample steps to refine the predicted masks, we propose CODiff, which reformulates the diffusion process to enable one-step mask prediction while maintaining…

Cited by 0SourceScholar
2024

AI-Based Energy Transportation Safety: Pipeline Radial Threat Estimation Using Intelligent Sensing System

AAAI 2024technical

The application of artificial intelligence technology has greatly enhanced and fortified the safety of energy pipelines, particularly in safeguarding against external threats. The predominant methods involve the integration of intelligent sensors to detect external vibration, enabling the identifica…

2022

Rethinking Controllable Variational Autoencoders

CVPR 2022poster

The Controllable Variational Autoencoder (ControlVAE) combines automatic control theory with the basic VAE model to manipulate the KL-divergence for overcoming posterior collapse and learning disentangled representations. It has shown success in a variety of applications, such as image generation, d…

Cited by 14PDFScholar
2020

Finite-Time Analysis of Decentralized Temporal-Difference Learning with Linear Function Approximation

AISTATS 2020poster

Motivated by the emerging use of multi-agent reinforcement learning (MARL) in engineering applications such as networked robotics, swarming drones, and sensor networks, we investigate the policy evaluation problem in a fully decentralized setting, using temporal-difference (TD) learning with linear…

Cited by 63SourcePDFScholar