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Shijian Deng

5 accepted papers

2026

Omni-MMSI: Toward Identity-attributed Social Interaction Understanding

CVPR 2026

We introduce Omni-MMSI, a new task that requires comprehensive social interaction understanding from raw audio, vision, and speech input. The task involves perceiving identity-attributed social cues (e.g., who is speaking what) and reasoning about the social interaction (e.g., whom the speaker refer

Cited by 0SourcecodeScholar
2026

OmniSonic: Towards Universal and Holistic Audio Generation from Video and Text

CVPR 2026

In this paper, we propose Universal Holistic Audio Generation (UniHAGen), a task for synthesizing comprehensive auditory scenes that include both on-screen and off-screen sounds across diverse domains (e.g., ambient events, musical instruments, and human speech). Prior video-conditioned audio genera

Cited by 0SourcecodeScholar
2026

Toward Gaze Target Detection of Young Autistic Children

AAAI 2026technical

The automatic detection of gaze targets in autistic children through artificial intelligence can be impactful, especially for those who lack access to a sufficient number of professionals to improve their quality of life. This paper introduces a new, real-world AI application for gaze target detect

Cited by 0SourcePDFScholar
2025

Self-Improvement in Multimodal Large Language Models: A Survey

EMNLP 2025

Recent advancements in self-improvement for Large Language Models (LLMs) have efficiently enhanced model capabilities without significantly increasing costs, particularly in terms of human effort. While this area is still relatively young, its extension to the multimodal domain holds immense potenti

2024

Continual Audio-Visual Sound Separation

NeurIPS 2024poster

In this paper, we introduce a novel continual audio-visual sound separation task, aiming to continuously separate sound sources for new classes while preserving performance on previously learned classes, with the aid of visual guidance. This problem is crucial for practical visually guided auditory…