SlideShare ist ein Scribd-Unternehmen logo
1 von 1
ROTATION-INVARIANT OBJECT DETECTION IN REMOTE SENSING IMAGES
BASED ON RADIAL-GRADIENT ANGLE
ABSTRACT
To improve the detection precision in complicatedbackgrounds, a novel rotation-invariant
object detection methodto detect objects in remote sensing images is proposed in this letter. First,
a rotation-invariant feature called radial-gradientangle (RGA) is defined and used to find
potential object pixelsfrom the detected image blocks by combining with radial distance.Then, a
principal direction voting process is proposed to gatherthe evidence of objects from potential
object pixels. Since the RGAcombined with the radial distance is discriminative and the
votingprocess gathers the evidence of objects independently, the interferenceof the backgrounds
is effectively reduced. Experimentalresults demonstrate that the proposed method outperforms
otherexisting well-known methods (such as the shape context-basedmethod and rotation-
invariant part-based model) and achieveshigher detection precision for objects with different
directionsand shapes in complicated background. Moreover, the antinoiseperformance and
parameter influence are also discussed.

Weitere ähnliche Inhalte

Ähnlich wie Rotation invariant object detection in remote sensing images based on radial-gradient angle

M phil-computer-science-remote-sensing-projects
M phil-computer-science-remote-sensing-projectsM phil-computer-science-remote-sensing-projects
M phil-computer-science-remote-sensing-projectsVijay Karan
 
M phil-computer-science-remote-sensing-projects
M phil-computer-science-remote-sensing-projectsM phil-computer-science-remote-sensing-projects
M phil-computer-science-remote-sensing-projectsVijay Karan
 
M.Phil Computer Science Remote Sensing Projects
M.Phil Computer Science Remote Sensing ProjectsM.Phil Computer Science Remote Sensing Projects
M.Phil Computer Science Remote Sensing ProjectsVijay Karan
 
A survey on moving object tracking in video
A survey on moving object tracking in videoA survey on moving object tracking in video
A survey on moving object tracking in videoijitjournal
 
Toward evaluating multiscale segmentations of high spatial resolution remote ...
Toward evaluating multiscale segmentations of high spatial resolution remote ...Toward evaluating multiscale segmentations of high spatial resolution remote ...
Toward evaluating multiscale segmentations of high spatial resolution remote ...I3E Technologies
 
WAVELET PACKET BASED IRIS TEXTURE ANALYSIS FOR PERSON AUTHENTICATION
WAVELET PACKET BASED IRIS TEXTURE ANALYSIS FOR PERSON AUTHENTICATIONWAVELET PACKET BASED IRIS TEXTURE ANALYSIS FOR PERSON AUTHENTICATION
WAVELET PACKET BASED IRIS TEXTURE ANALYSIS FOR PERSON AUTHENTICATIONsipij
 
GPGPU-Assisted Subpixel Tracking Method for Fiducial Markers
GPGPU-Assisted Subpixel Tracking Method for Fiducial MarkersGPGPU-Assisted Subpixel Tracking Method for Fiducial Markers
GPGPU-Assisted Subpixel Tracking Method for Fiducial MarkersNaoki Shibata
 
ALDRIGHI_LandUseMappingUsingCoarseResolutionSarDataAtTheObjectLevelExploiting...
ALDRIGHI_LandUseMappingUsingCoarseResolutionSarDataAtTheObjectLevelExploiting...ALDRIGHI_LandUseMappingUsingCoarseResolutionSarDataAtTheObjectLevelExploiting...
ALDRIGHI_LandUseMappingUsingCoarseResolutionSarDataAtTheObjectLevelExploiting...grssieee
 
Invariant Recognition of Rectangular Biscuits with Fuzzy Moment Descriptors, ...
Invariant Recognition of Rectangular Biscuits with Fuzzy Moment Descriptors, ...Invariant Recognition of Rectangular Biscuits with Fuzzy Moment Descriptors, ...
Invariant Recognition of Rectangular Biscuits with Fuzzy Moment Descriptors, ...CSCJournals
 
Towards Accurate Estimation of Fingerprint Ridge Orientation Using BPNN and T...
Towards Accurate Estimation of Fingerprint Ridge Orientation Using BPNN and T...Towards Accurate Estimation of Fingerprint Ridge Orientation Using BPNN and T...
Towards Accurate Estimation of Fingerprint Ridge Orientation Using BPNN and T...IOSR Journals
 
A Gans-Based Deep Learning Framework For Automatic Subsurface Object Recognit...
A Gans-Based Deep Learning Framework For Automatic Subsurface Object Recognit...A Gans-Based Deep Learning Framework For Automatic Subsurface Object Recognit...
A Gans-Based Deep Learning Framework For Automatic Subsurface Object Recognit...Angie Miller
 
A new approach of edge detection in sar images using
A new approach of edge detection in sar images usingA new approach of edge detection in sar images using
A new approach of edge detection in sar images usingeSAT Publishing House
 
OBJECT DETECTION FOR SERVICE ROBOT USING RANGE AND COLOR FEATURES OF AN IMAGE
OBJECT DETECTION FOR SERVICE ROBOT USING RANGE AND COLOR FEATURES OF AN IMAGEOBJECT DETECTION FOR SERVICE ROBOT USING RANGE AND COLOR FEATURES OF AN IMAGE
OBJECT DETECTION FOR SERVICE ROBOT USING RANGE AND COLOR FEATURES OF AN IMAGEIJCSEA Journal
 
Object Detection for Service Robot Using Range and Color Features of an Image
Object Detection for Service Robot Using Range and Color Features of an ImageObject Detection for Service Robot Using Range and Color Features of an Image
Object Detection for Service Robot Using Range and Color Features of an ImageIJCSEA Journal
 
APPLYING R-SPATIOGRAM IN OBJECT TRACKING FOR OCCLUSION HANDLING
APPLYING R-SPATIOGRAM IN OBJECT TRACKING FOR OCCLUSION HANDLINGAPPLYING R-SPATIOGRAM IN OBJECT TRACKING FOR OCCLUSION HANDLING
APPLYING R-SPATIOGRAM IN OBJECT TRACKING FOR OCCLUSION HANDLINGsipij
 
A new approach of edge detection in sar images using region based active cont...
A new approach of edge detection in sar images using region based active cont...A new approach of edge detection in sar images using region based active cont...
A new approach of edge detection in sar images using region based active cont...eSAT Journals
 
Image Blur Detection with 2D Haar Wavelet Transform and Its Effect on Skewed ...
Image Blur Detection with 2D Haar Wavelet Transform and Its Effect on Skewed ...Image Blur Detection with 2D Haar Wavelet Transform and Its Effect on Skewed ...
Image Blur Detection with 2D Haar Wavelet Transform and Its Effect on Skewed ...Vladimir Kulyukin
 
To identify the person using gait knn based approach
To identify the person using gait   knn based approachTo identify the person using gait   knn based approach
To identify the person using gait knn based approacheSAT Journals
 
3-d interpretation from stereo images for autonomous driving
3-d interpretation from stereo images for autonomous driving3-d interpretation from stereo images for autonomous driving
3-d interpretation from stereo images for autonomous drivingYu Huang
 

Ähnlich wie Rotation invariant object detection in remote sensing images based on radial-gradient angle (20)

M phil-computer-science-remote-sensing-projects
M phil-computer-science-remote-sensing-projectsM phil-computer-science-remote-sensing-projects
M phil-computer-science-remote-sensing-projects
 
M phil-computer-science-remote-sensing-projects
M phil-computer-science-remote-sensing-projectsM phil-computer-science-remote-sensing-projects
M phil-computer-science-remote-sensing-projects
 
M.Phil Computer Science Remote Sensing Projects
M.Phil Computer Science Remote Sensing ProjectsM.Phil Computer Science Remote Sensing Projects
M.Phil Computer Science Remote Sensing Projects
 
A survey on moving object tracking in video
A survey on moving object tracking in videoA survey on moving object tracking in video
A survey on moving object tracking in video
 
Toward evaluating multiscale segmentations of high spatial resolution remote ...
Toward evaluating multiscale segmentations of high spatial resolution remote ...Toward evaluating multiscale segmentations of high spatial resolution remote ...
Toward evaluating multiscale segmentations of high spatial resolution remote ...
 
WAVELET PACKET BASED IRIS TEXTURE ANALYSIS FOR PERSON AUTHENTICATION
WAVELET PACKET BASED IRIS TEXTURE ANALYSIS FOR PERSON AUTHENTICATIONWAVELET PACKET BASED IRIS TEXTURE ANALYSIS FOR PERSON AUTHENTICATION
WAVELET PACKET BASED IRIS TEXTURE ANALYSIS FOR PERSON AUTHENTICATION
 
GPGPU-Assisted Subpixel Tracking Method for Fiducial Markers
GPGPU-Assisted Subpixel Tracking Method for Fiducial MarkersGPGPU-Assisted Subpixel Tracking Method for Fiducial Markers
GPGPU-Assisted Subpixel Tracking Method for Fiducial Markers
 
ALDRIGHI_LandUseMappingUsingCoarseResolutionSarDataAtTheObjectLevelExploiting...
ALDRIGHI_LandUseMappingUsingCoarseResolutionSarDataAtTheObjectLevelExploiting...ALDRIGHI_LandUseMappingUsingCoarseResolutionSarDataAtTheObjectLevelExploiting...
ALDRIGHI_LandUseMappingUsingCoarseResolutionSarDataAtTheObjectLevelExploiting...
 
B49010511
B49010511B49010511
B49010511
 
Invariant Recognition of Rectangular Biscuits with Fuzzy Moment Descriptors, ...
Invariant Recognition of Rectangular Biscuits with Fuzzy Moment Descriptors, ...Invariant Recognition of Rectangular Biscuits with Fuzzy Moment Descriptors, ...
Invariant Recognition of Rectangular Biscuits with Fuzzy Moment Descriptors, ...
 
Towards Accurate Estimation of Fingerprint Ridge Orientation Using BPNN and T...
Towards Accurate Estimation of Fingerprint Ridge Orientation Using BPNN and T...Towards Accurate Estimation of Fingerprint Ridge Orientation Using BPNN and T...
Towards Accurate Estimation of Fingerprint Ridge Orientation Using BPNN and T...
 
A Gans-Based Deep Learning Framework For Automatic Subsurface Object Recognit...
A Gans-Based Deep Learning Framework For Automatic Subsurface Object Recognit...A Gans-Based Deep Learning Framework For Automatic Subsurface Object Recognit...
A Gans-Based Deep Learning Framework For Automatic Subsurface Object Recognit...
 
A new approach of edge detection in sar images using
A new approach of edge detection in sar images usingA new approach of edge detection in sar images using
A new approach of edge detection in sar images using
 
OBJECT DETECTION FOR SERVICE ROBOT USING RANGE AND COLOR FEATURES OF AN IMAGE
OBJECT DETECTION FOR SERVICE ROBOT USING RANGE AND COLOR FEATURES OF AN IMAGEOBJECT DETECTION FOR SERVICE ROBOT USING RANGE AND COLOR FEATURES OF AN IMAGE
OBJECT DETECTION FOR SERVICE ROBOT USING RANGE AND COLOR FEATURES OF AN IMAGE
 
Object Detection for Service Robot Using Range and Color Features of an Image
Object Detection for Service Robot Using Range and Color Features of an ImageObject Detection for Service Robot Using Range and Color Features of an Image
Object Detection for Service Robot Using Range and Color Features of an Image
 
APPLYING R-SPATIOGRAM IN OBJECT TRACKING FOR OCCLUSION HANDLING
APPLYING R-SPATIOGRAM IN OBJECT TRACKING FOR OCCLUSION HANDLINGAPPLYING R-SPATIOGRAM IN OBJECT TRACKING FOR OCCLUSION HANDLING
APPLYING R-SPATIOGRAM IN OBJECT TRACKING FOR OCCLUSION HANDLING
 
A new approach of edge detection in sar images using region based active cont...
A new approach of edge detection in sar images using region based active cont...A new approach of edge detection in sar images using region based active cont...
A new approach of edge detection in sar images using region based active cont...
 
Image Blur Detection with 2D Haar Wavelet Transform and Its Effect on Skewed ...
Image Blur Detection with 2D Haar Wavelet Transform and Its Effect on Skewed ...Image Blur Detection with 2D Haar Wavelet Transform and Its Effect on Skewed ...
Image Blur Detection with 2D Haar Wavelet Transform and Its Effect on Skewed ...
 
To identify the person using gait knn based approach
To identify the person using gait   knn based approachTo identify the person using gait   knn based approach
To identify the person using gait knn based approach
 
3-d interpretation from stereo images for autonomous driving
3-d interpretation from stereo images for autonomous driving3-d interpretation from stereo images for autonomous driving
3-d interpretation from stereo images for autonomous driving
 

Mehr von I3E Technologies

Design of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorDesign of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorI3E Technologies
 
An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...I3E Technologies
 
Aging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicAging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicI3E Technologies
 
A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...I3E Technologies
 
A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...I3E Technologies
 
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftA combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftI3E Technologies
 
Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders  novel components, method...Reverse converter design via parallel prefix adders  novel components, method...
Reverse converter design via parallel prefix adders novel components, method...I3E Technologies
 
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingPre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingI3E Technologies
 
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...I3E Technologies
 
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...I3E Technologies
 
Ultrasparse ac link converters
Ultrasparse ac link convertersUltrasparse ac link converters
Ultrasparse ac link convertersI3E Technologies
 
Single inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterSingle inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterI3E Technologies
 
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...I3E Technologies
 
Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...I3E Technologies
 
Reliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersReliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersI3E Technologies
 
Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...I3E Technologies
 
Pfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drivePfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor driveI3E Technologies
 
Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...I3E Technologies
 
Online variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterOnline variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterI3E Technologies
 

Mehr von I3E Technologies (20)

Add
AddAdd
Add
 
Design of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorDesign of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulator
 
An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...
 
Aging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicAging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logic
 
A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...
 
A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...
 
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftA combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
 
Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders  novel components, method...Reverse converter design via parallel prefix adders  novel components, method...
Reverse converter design via parallel prefix adders novel components, method...
 
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingPre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
 
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
 
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
 
Ultrasparse ac link converters
Ultrasparse ac link convertersUltrasparse ac link converters
Ultrasparse ac link converters
 
Single inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterSingle inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converter
 
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
 
Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...
 
Reliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersReliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost converters
 
Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...
 
Pfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drivePfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drive
 
Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...
 
Online variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterOnline variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverter
 

Kürzlich hochgeladen

Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxupamatechverse
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Christo Ananth
 
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxfenichawla
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGMANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGSIVASHANKAR N
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...roncy bisnoi
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performancesivaprakash250
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxupamatechverse
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations120cr0395
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingrknatarajan
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesPrabhanshu Chaturvedi
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfKamal Acharya
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 

Kürzlich hochgeladen (20)

Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
 
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGMANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and Properties
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 

Rotation invariant object detection in remote sensing images based on radial-gradient angle

  • 1. ROTATION-INVARIANT OBJECT DETECTION IN REMOTE SENSING IMAGES BASED ON RADIAL-GRADIENT ANGLE ABSTRACT To improve the detection precision in complicatedbackgrounds, a novel rotation-invariant object detection methodto detect objects in remote sensing images is proposed in this letter. First, a rotation-invariant feature called radial-gradientangle (RGA) is defined and used to find potential object pixelsfrom the detected image blocks by combining with radial distance.Then, a principal direction voting process is proposed to gatherthe evidence of objects from potential object pixels. Since the RGAcombined with the radial distance is discriminative and the votingprocess gathers the evidence of objects independently, the interferenceof the backgrounds is effectively reduced. Experimentalresults demonstrate that the proposed method outperforms otherexisting well-known methods (such as the shape context-basedmethod and rotation- invariant part-based model) and achieveshigher detection precision for objects with different directionsand shapes in complicated background. Moreover, the antinoiseperformance and parameter influence are also discussed.