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20242026
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cs.CV2026

Decoupled Self-Forcing Distillation for Streaming Talking Head Generation

Yanru An, Ruiyan Wang, Wenwu Wei +7

Streaming talking-head generation produces each frame as its driving audio arrives, yet fidelity and efficiency have so far pulled in opposite directions: end-to-end methods condit…

cs.CV2026

Visual Token Codec: Unleashing Spatial Redundancy for ViT Feature Coding

Donghui Feng, Fengxi Zhang, Changsheng Gao +6

Distributed deployment of large vision foundation models often partitions a ViT backbone and exchanges intermediate token features between computing nodes, making efficient feature…

cs.CV2026

Spatio-Temporal Token Pruning for Efficient High-Resolution GUI Agents

Zhou Xu, Bowen Zhou, Qi Wang +2

Pure-vision GUI agents provide universal interaction capabilities but suffer from severe efficiency bottlenecks due to the massive spatiotemporal redundancy inherent in high-resolu…

cs.CV2025

Content-Aware Mamba for Learned Image Compression

Yunuo Chen, Zezheng Lyu, Bing He +6

Recent learned image compression (LIC) leverages Mamba-style state-space models (SSMs) for global receptive fields with linear complexity. However, the standard Mamba adopts conten…

cs.CV2025

DualComp: End-to-End Learning of a Unified Dual-Modality Lossless Compressor

Yan Zhao, Zhengxue Cheng, Junxuan Zhang +3

Most learning-based lossless compressors are designed for a single modality, requiring separate models for multi-modal data and lacking flexibility. However, different modalities v…

cs.CV2025

S2CFormer: Revisiting the RD-Latency Trade-off in Transformer-based Learned Image Compression

Yunuo Chen, Qian Li, Bing He +6

Transformer-based Learned Image Compression (LIC) suffers from a suboptimal trade-off between decoding latency and rate-distortion (R-D) performance. Moreover, the critical role of…

cs.CV2024

H3D-DGS: Exploring Heterogeneous 3D Motion Representation for Deformable 3D Gaussian Splatting

Bing He, Yunuo Chen, Guo Lu +5

Dynamic scene reconstruction poses a persistent challenge in 3D vision. Deformable 3D Gaussian Splatting has emerged as an effective method for this task, offering real-time render…