Search Results for author: Jiale Cao

Found 27 papers, 14 papers with code

SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation

1 code implementation27 Nov 2023 Bin Xie, Jiale Cao, Jin Xie, Fahad Shahbaz Khan, Yanwei Pang

In this paper, we propose a simple encoder-decoder, named SED, for open-vocabulary semantic segmentation, which comprises a hierarchical encoder-based cost map generation and a gradual fusion decoder with category early rejection.

Open Vocabulary Semantic Segmentation Segmentation +1

CINFormer: Transformer network with multi-stage CNN feature injection for surface defect segmentation

no code implementations22 Sep 2023 Xiaoheng Jiang, Kaiyi Guo, Yang Lu, Feng Yan, Hao liu, Jiale Cao, Mingliang Xu, DaCheng Tao

To address these issues, we propose a transformer network with multi-stage CNN (Convolutional Neural Network) feature injection for surface defect segmentation, which is a UNet-like structure named CINFormer.

Defect Detection

Global Context Aggregation Network for Lightweight Saliency Detection of Surface Defects

no code implementations22 Sep 2023 Feng Yan, Xiaoheng Jiang, Yang Lu, Lisha Cui, Shupan Li, Jiale Cao, Mingliang Xu, DaCheng Tao

To this end, we develop a Global Context Aggregation Network (GCANet) for lightweight saliency detection of surface defects on the encoder-decoder structure.

Defect Detection Saliency Detection

A Spatial-Temporal Deformable Attention based Framework for Breast Lesion Detection in Videos

1 code implementation9 Sep 2023 Chao Qin, Jiale Cao, Huazhu Fu, Rao Muhammad Anwer, Fahad Shahbaz Khan

Existing video-based breast lesion detection approaches typically perform temporal feature aggregation of deep backbone features based on the self-attention operation.

Lesion Detection

DFormer: Diffusion-guided Transformer for Universal Image Segmentation

1 code implementation6 Jun 2023 Hefeng Wang, Jiale Cao, Rao Muhammad Anwer, Jin Xie, Fahad Shahbaz Khan, Yanwei Pang

Our DFormer outperforms the recent diffusion-based panoptic segmentation method Pix2Seq-D with a gain of 3. 6% on MS COCO val2017 set.

Denoising Image Segmentation +3

Transformer-based stereo-aware 3D object detection from binocular images

no code implementations24 Apr 2023 Hanqing Sun, Yanwei Pang, Jiale Cao, Jin Xie, Xuelong Li

In this paper, we explore the model design of vision Transformers in stereo 3D object detection, focusing particularly on extracting and encoding the task-specific image correspondence information.

3D Object Detection object-detection

LEAPS: End-to-End One-Step Person Search With Learnable Proposals

no code implementations21 Mar 2023 Zhiqiang Dong, Jiale Cao, Rao Muhammad Anwer, Jin Xie, Fahad Khan, Yanwei Pang

Given a set of sparse and learnable proposals, LEAPS employs a dynamic person search head to directly perform person detection and corresponding re-id feature generation without non-maximum suppression post-processing.

Human Detection Person Search

3D Vision with Transformers: A Survey

1 code implementation8 Aug 2022 Jean Lahoud, Jiale Cao, Fahad Shahbaz Khan, Hisham Cholakkal, Rao Muhammad Anwer, Salman Khan, Ming-Hsuan Yang

The success of the transformer architecture in natural language processing has recently triggered attention in the computer vision field.

Pose Estimation

PSTR: End-to-End One-Step Person Search With Transformers

1 code implementation CVPR 2022 Jiale Cao, Yanwei Pang, Rao Muhammad Anwer, Hisham Cholakkal, Jin Xie, Mubarak Shah, Fahad Shahbaz Khan

We propose a novel one-step transformer-based person search framework, PSTR, that jointly performs person detection and re-identification (re-id) in a single architecture.

Human Detection Person Search

Video Instance Segmentation via Multi-scale Spatio-temporal Split Attention Transformer

1 code implementation24 Mar 2022 Omkar Thawakar, Sanath Narayan, Jiale Cao, Hisham Cholakkal, Rao Muhammad Anwer, Muhammad Haris Khan, Salman Khan, Michael Felsberg, Fahad Shahbaz Khan

When using the ResNet50 backbone, our MS-STS achieves a mask AP of 50. 1 %, outperforming the best reported results in literature by 2. 7 % and by 4. 8 % at higher overlap threshold of AP_75, while being comparable in model size and speed on Youtube-VIS 2019 val.

Instance Segmentation Semantic Segmentation +2

Shape Prior Non-Uniform Sampling Guided Real-time Stereo 3D Object Detection

no code implementations18 Jun 2021 Aqi Gao, Jiale Cao, Yanwei Pang

Compared with the baseline RTS3D, our proposed method has 2. 57% improvement on AP3d almost without extra network parameters.

3D Object Detection object-detection

Co-mining: Self-Supervised Learning for Sparsely Annotated Object Detection

1 code implementation3 Dec 2020 Tiancai Wang, Tong Yang, Jiale Cao, Xiangyu Zhang

Object detectors usually achieve promising results with the supervision of complete instance annotations.

MULTI-VIEW LEARNING object-detection +3

From Handcrafted to Deep Features for Pedestrian Detection: A Survey

2 code implementations1 Oct 2020 Jiale Cao, Yanwei Pang, Jin Xie, Fahad Shahbaz Khan, Ling Shao

In addition to single-spectral pedestrian detection, we also review multi-spectral pedestrian detection, which provides more robust features for illumination variance.

Pedestrian Detection

SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation

1 code implementation ECCV 2020 Jiale Cao, Rao Muhammad Anwer, Hisham Cholakkal, Fahad Shahbaz Khan, Yanwei Pang, Ling Shao

In terms of real-time capabilities, SipMask outperforms YOLACT with an absolute gain of 3. 0% (mask AP) under similar settings, while operating at comparable speed on a Titan Xp.

object-detection Object Detection +4

NETNet: Neighbor Erasing and Transferring Network for Better Single Shot Object Detection

no code implementations CVPR 2020 Yazhao Li, Yanwei Pang, Jianbing Shen, Jiale Cao, Ling Shao

With this observation, we propose a new Neighbor Erasing and Transferring (NET) mechanism to reconfigure the pyramid features and explore scale-aware features.

object-detection Object Detection

Hierarchical Shot Detector

1 code implementation ICCV 2019 Jiale Cao, Yanwei Pang, Jungong Han, Xuelong Li

To further solve the second problem, a hierarchical shot detector (HSD) is proposed, which stacks two ROC modules and one feature enhanced module.

General Classification object-detection +2

Triply Supervised Decoder Networks for Joint Detection and Segmentation

no code implementations CVPR 2019 Jiale Cao, Yanwei Pang, Xuelong. Li

Experimental results on the VOC2007 and VOC2012 datasets demonstrate that the proposed TripleNet is able to improve both the detection and segmentation accuracies without adding extra computational costs.

object-detection Object Detection +4

Exploring Multi-Branch and High-Level Semantic Networks for Improving Pedestrian Detection

no code implementations3 Apr 2018 Jiale Cao, Yanwei Pang, Xuelong. Li

In this paper, we propose a multi-branch and high-level semantic network by gradually splitting a base network into multiple different branches.

object-detection Object Detection +1

Learning Multilayer Channel Features for Pedestrian Detection

no code implementations1 Mar 2016 Jiale Cao, Yanwei Pang, Xuelong. Li

For example, CNN classifies these proposals by the full-connected layer features while proposal scores and the features in the inner-layers of CNN are ignored.

Pedestrian Detection

Learning Sampling Distributions for Efficient Object Detection

no code implementations23 Aug 2015 Yanwei Pang, Jiale Cao, Xuelong. Li

Multistage particle windows (MPW), proposed by Gualdi et al., is an algorithm of fast and accurate object detection.

Face Detection object-detection +1

Cascade Learning by Optimally Partitioning

no code implementations18 Aug 2015 Yanwei Pang, Jiale Cao, Xuelong. Li

iCascade searches the optimal number ri of weak classifiers of each stage i by directly minimizing the computation cost of the cascade.

Face Detection object-detection +1

Cannot find the paper you are looking for? You can Submit a new open access paper.