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20212024
most citedEfficient Multitask Learning on Resource-Constrained Systems

7 citations · 15 across the 14 of their papers we have counts for

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9 papers · 1 filter

cs.CV2024

Deep Feature Surgery: Towards Accurate and Efficient Multi-Exit Networks

Cheng Gong, Yao Chen, Qiuyang Luo +5

Multi-exit network is a promising architecture for efficient model inference by sharing backbone networks and weights among multiple exits. However, the gradient conflict of the sh…

cs.CV20243 cited

NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Results

Xiaoning Liu, Zongwei Wu, Ao Li +109

This paper reviews the NTIRE 2024 low light image enhancement challenge, highlighting the proposed solutions and results. The aim of this challenge is to discover an effective netw…

cs.CV2024

PASTA: Towards Flexible and Efficient HDR Imaging Via Progressively Aggregated Spatio-Temporal Alignment

Xiaoning Liu, Ao Li, Zongwei Wu +5

Leveraging Transformer attention has led to great advancements in HDR deghosting. However, the intricate nature of self-attention introduces practical challenges, as existing state…

cs.CV2023

Multi-Task Cooperative Learning via Searching for Flat Minima

Fuping Wu, Le Zhang, Yang Sun +3

Multi-task learning (MTL) has shown great potential in medical image analysis, improving the generalizability of the learned features and the performance in individual tasks. Howev…

cs.CV20221 cited

Ret3D: Rethinking Object Relations for Efficient 3D Object Detection in Driving Scenes

Yu-Huan Wu, Da Zhang, Le Zhang +4

Current efficient LiDAR-based detection frameworks are lacking in exploiting object relations, which naturally present in both spatial and temporal manners. To this end, we introdu…

cs.CV2022

Aesthetic Visual Question Answering of Photographs

Xin Jin, Wu Zhou, Xinghui Zhou +4

Aesthetic assessment of images can be categorized into two main forms: numerical assessment and language assessment. Aesthetics caption of photographs is the only task of aesthetic…