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Shixiong Xu

5 accepted papers

2025

Agent Reviewers: Domain-specific Multimodal Agents with Shared Memory for Paper Review

ICML 2025poster

Feedback from peer review is essential to improve the quality of scientific articles. However, at present, many manuscripts do not receive sufficient external feedback for refinement before or during submission. Therefore, a system capable of providing detailed and professional feedback is crucial f…

Cited by 0SourcePDFScholar
2024

AddressCLIP: Empowering Vision-Language Models for City-wide Image Address Localization

ECCV 2024poster

"In this study, we introduce a new problem raised by social media and photojournalism, named Image Address Localization (IAL), which aims to predict the readable textual address where an image was taken. Existing two-stage approaches involve predicting geographical coordinates and converting them in…

2024

Defying Imbalanced Forgetting in Class Incremental Learning

AAAI 2024technical

We observe a high level of imbalance in the accuracy of different learned classes in the same old task for the first time. This intriguing phenomenon, discovered in replay-based Class Incremental Learning (CIL), highlights the imbalanced forgetting of learned classes, as their accuracy is similar be…

Cited by 7SourcePDFScholar
2024

Exploring Domain Incremental Video Highlights Detection with the LiveFood Benchmark

AAAI 2024technical

Video highlights detection (VHD) is an active research field in computer vision, aiming to locate the most user-appealing clips given raw video inputs. However, most VHD methods are based on the closed world assumption, i.e., a fixed number of highlight categories is defined in advance and all train…

2023

Bilateral Memory Consolidation for Continual Learning

CVPR 2023poster

Humans are proficient at continuously acquiring and integrating new knowledge. By contrast, deep models forget catastrophically, especially when tackling highly long task sequences. Inspired by the way our brains constantly rewrite and consolidate past recollections, we propose a novel Bilateral Mem…

Cited by 17SourcePDFScholar