Search Results for author: Nianchang Huang

Found 7 papers, 1 papers with code

Salient Object Detection From Arbitrary Modalities

no code implementations6 May 2024 Nianchang Huang, Yang Yang, Ruida Xi, Qiang Zhang, Jungong Han, Jin Huang

The most prominent characteristics of AM SOD are that the modality types and modality numbers will be arbitrary or dynamically changed.

Object object-detection +3

Modality Prompts for Arbitrary Modality Salient Object Detection

no code implementations6 May 2024 Nianchang Huang, Yang Yang, Qiang Zhang, Jungong Han, Jin Huang

A novel modality-adaptive Transformer (MAT) will be proposed to investigate two fundamental challenges of AM SOD, ie more diverse modality discrepancies caused by varying modality types that need to be processed, and dynamic fusion design caused by an uncertain number of modalities present in the inputs of multimodal fusion strategy.

Object object-detection +2

On Exploring Pose Estimation as an Auxiliary Learning Task for Visible-Infrared Person Re-identification

1 code implementation11 Jan 2022 Yunqi Miao, Nianchang Huang, Xiao Ma, Qiang Zhang, Jungong Han

Visible-infrared person re-identification (VI-ReID) has been challenging due to the existence of large discrepancies between visible and infrared modalities.

Auxiliary Learning Knowledge Distillation +2

FMCNet: Feature-Level Modality Compensation for Visible-Infrared Person Re-Identification

no code implementations CVPR 2022 Qiang Zhang, Changzhou Lai, Jianan Liu, Nianchang Huang, Jungong Han

Then, a feature-level modality compensation module is present to generate those missing modality-specific features from existing modality-shared ones.

Person Re-Identification

Middle-level Fusion for Lightweight RGB-D Salient Object Detection

no code implementations23 Apr 2021 Nianchang Huang, Qiang Zhang, Jungong Han

The former one first uses two sub-networks to extract unimodal features from RGB and depth images, respectively, and then fuses them for SOD.

object-detection RGB-D Salient Object Detection +1

Exploring Modality-shared Appearance Features and Modality-invariant Relation Features for Cross-modality Person Re-Identification

no code implementations23 Apr 2021 Nianchang Huang, Jianan Liu, Qiang Zhang, Jungong Han

Most existing cross-modality person re-identification works rely on discriminative modality-shared features for reducing cross-modality variations and intra-modality variations.

Cross-Modality Person Re-identification Person Re-Identification

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