Transformer-Based Detection Methods

This cluster explores the application of transformer architectures for feature matching and object detection tasks. Research in this area seeks to improve accuracy and efficiency for various object classes.

transformers
feature matching
object detection
YOLO
traffic sign recognition
local feature extraction

3,046 papers

Parent topic: Computer Vision Detection Techniques

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Papers Over Time

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Top Papers

LoFTR: Detector-Free Local Feature Matching With Transformers

2021 · 834 citations

The German Traffic Sign Recognition Benchmark: A Multi-Class Classification Competition

2011 · 697 citations

YOLO v3-Tiny: Object Detection And Recognition Using One Stage Improved Model

2020 · 345 citations

RESA: Recurrent Feature-Shift Aggregator For Lane Detection

2021 · 164 citations

FCCDN: Feature Constraint Network For VHR Image Change Detection

2022 · 126 citations

Robust Feature Matching Via Support-Line Voting And Affine-Invariant Ratios

2017 · 54 citations

(2D)2 FLD: An Efficient Approach For Appearance Based Object Recognition

2006 · 51 citations

Objects Talk - Object Detection And Pattern Tracking Using TensorFlow

2018 · 28 citations

Temporal Matching Kernel With Explicit Feature Maps

2015 · 26 citations

ssFPN: Scale Sequence (S2) Feature-Based Feature Pyramid Network For Object Detection

2023 · 25 citations

TS4Net: Two-stage Sample Selective Strategy For Rotating Object Detection

2022 · 25 citations

Large-scale And Rotation-Invariant Template Matching Using Adaptive Radial Ring Code Histograms

2019 · 22 citations

Adaptive Linear Span Network For Object Skeleton Detection

2021 · 18 citations

Efficient Many-To-Many Feature Matching Under The L1 Norm

2011 · 18 citations

Frame-level Refinement Networks For Skeleton-Based Gait Recognition

2022 · 17 citations

Codebook Guided Feature-Preserving For Recognition-Oriented Image Retargeting

2017 · 16 citations

Unsupervised Wall Detector In Architectural Floor Plans

2013 · 16 citations

Automatic Detection And Classification Of Defective Areas On Metal Parts By Using Adaptive Fusion Of Faster R-CNN And Shape From Shading

2022 · 14 citations

Adaptive Spot-Guided Transformer For Consistent Local Feature Matching

2023 · 14 citations

BIND: Binary Integrated Net Descriptors For Texture-Less Object Recognition

2017 · 14 citations