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Papers
From Inheritance to Saturation: Disentangling the Evolution of Visual Redundancy for Architecture-Aware MLLM Inference Acceleration
ACL 2026
KTV: Keyframes and Key Tokens Selection for Efficient Training-Free Video LLMs
AAAI 2026
AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding
ACL 2025
DDJND: Dual Domain Just Noticeable Difference in Multi-Source Content Images with Structural Discrepancy
AAAI 2025
FALCON: Resolving Visual Redundancy and Fragmentation in High-resolution Multimodal Large Language Models via Visual Registers
ICCV 2025
Visual Redundancy Removal for Composite Images: A Benchmark Dataset and a Multi-Visual-Effects Driven Incremental Method
AAAI 2024