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cs.CV2024

A Generative Victim Model for Segmentation

Aixuan Li, Jing Zhang, Jiawei Shi +2

We find that the well-trained victim models (VMs), against which the attacks are generated, serve as fundamental prerequisites for adversarial attacks, i.e. a segmentation VM is ne…

cs.CV2024

Deep Non-rigid Structure-from-Motion Revisited: Canonicalization and Sequence Modeling

Hui Deng, Jiawei Shi, Zhen Qin +2

Non-Rigid Structure-from-Motion (NRSfM) is a classic 3D vision problem, where a 2D sequence is taken as input to estimate the corresponding 3D sequence. Recently, the deep neural n…

cs.CL2024

You Only Scan Once: Efficient Multi-dimension Sequential Modeling with LightNet

Zhen Qin, Yuxin Mao, Xuyang Shen +4

Linear attention mechanisms have gained prominence in causal language models due to their linear computational complexity and enhanced speed. However, the inherent decay mechanism…

cs.CV2024

Non-rigid Structure-from-Motion: Temporally-smooth Procrustean Alignment and Spatially-variant Deformation Modeling

Jiawei Shi, Hui Deng, Yuchao Dai

Even though Non-rigid Structure-from-Motion (NRSfM) has been extensively studied and great progress has been made, there are still key challenges that hinder their broad real-world…

cs.CV2024

TAVGBench: Benchmarking Text to Audible-Video Generation

Yuxin Mao, Xuyang Shen, Jing Zhang +5

The Text to Audible-Video Generation (TAVG) task involves generating videos with accompanying audio based on text descriptions. Achieving this requires skillful alignment of both a…