Youwei Pang

My current research interests include Deep Learning, Computer Vision, and Neural Network Design.

In particular, I focus on:

Multi-Task Joint Modeling:
- Natural Scene: Context-Dependent (CD) Concept Perception [ICML'24] (Salient, Camouflaged [TPAMI'24], Shadow [ICCV'23], ...), Remote Sensing Image Analysis, Semantic Segmentation [TPAMI'25]
- Industrial Scene: Quality Inspection (Lithium Battery, Semiconductor) [CVPR'24,ArXiv'24]
- Medical Scene: Lesion, Organ, Tissue, ... [ArXiv'23]
- General Architecture: RGB + RGB/Depth/Thermal/Temporal [TPAMI'24,TPAMI'25]
- Task-Generic Paradigm: Unified Framework for CD Concept Understanding [ICML'24]
Multi-Modal Data Integration:
- Vision (Multi-Sensor): Modality-Complete [ECCV'20,ECCV'20,TIP'22,TIP'23,TPAMI'25], Modality-Incomplete [NeurIPS'25]
- Vision (Multi-View): Scale, Edge, ... [CVPR'20,ECCV'20,IJCV'24,CVPR'24]
- Vision (Multi-Moment): Temporal Cues [TPAMI'24]
- Vision-Language: Open-Vocabulary [ECCV'24], Referring [ACM MM'25]
Efficient Model Design:
- Lightweight Operation: Efficient Attention [TIP'23,TPAMI'25], Dynamic Convolution [ECCV'20]
- Scale-Generic Modeling: Tiny Object Perception [NeurIPS'25], Industrial Quality Inspection [CVPR'24,ArXiv'25]
- Resolution Adaptability: High Resolution Object Segmentation [CVPR'24]

Stars	Name	Description
	Hands-on-Docker (中文)	一份详尽的 Docker 使用指南。
	Awesome-Class-Activation-Map	An awesome list of papers and tools about the class activation map (CAM) technology.
	PyTorchTricks	Some tricks of pytorch…
	MethodsCmp	A Simple Toolkit for Counting the FLOPs/MACs, Parameters and FPS of Pytorch-based Methods.
	PySODEvalToolkit	A Python-based salient object detection and video object segmentation evaluation toolbox.
	PySODMetrics	A simple and efficient implementation of SOD metrcis.
	PyIRSTDMetrics	A simple and efficient implementation for the IRSTD performance analysis.
	PyLoss	Some loss functions for deeplearning.
	OpticalFlowBasedVOS	A simple and efficient codebase for the optical flow based video object segmentation.
	CoSaliencyProj	A project for co-saliency detection. Some codes are borrowed from ICNet (NIPS2020).
	RunIt	A simple program scheduler for your code on different devices.
	RegisterIt	Register it: A more flexible register for the DeepLearning project.
	mssim.pytorch	A better pytorch-based implementation for the mean structural similarity. Differentiable simpler SSIM and MS-SSIM.
	tta.pytorch	Test-Time Augmentation library for Pytorch.
	YuQueTools	A simple tool to download your own articles from yuque.
	ManageMyAttachments	Manage the attachments of your own obsidian vault.

Stars

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Description