Object Recognition

Object recognition is a computer vision technique for detecting + classifying objects in images or videos. Since this is a combined task of object detection plus image classification, the state-of-the-art tables are recorded for each component task here and here.

( Image credit: Tensorflow Object Detection API )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 551–575 of 2042 papers

Title	Date	Tasks	Status	Hype
Label Efficient Regularization and Propagation for Graph Node Classification	Apr 19, 2022	AttributeBenchmarking	—Unverified	0
Sensitivity of sparse codes to image distortions	Apr 15, 2022	Object RecognitionSensitivity	—Unverified	0
Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification	Apr 9, 2022	Classificationdomain classification	CodeCode Available	1
Hybrid Predictive Coding: Inferring, Fast and Slow	Apr 5, 2022	Bayesian InferenceObject Recognition	—Unverified	0
Exploiting Temporal Relations on Radar Perception for Autonomous Driving	Apr 3, 2022	2D Object DetectionAutonomous Driving	—Unverified	0
Neurosymbolic hybrid approach to driver collision warning	Mar 28, 2022	Autonomous DrivingDeep Learning	—Unverified	0
Salt Detection Using Segmentation of Seismic Image	Mar 25, 2022	Object RecognitionSeismic Imaging	—Unverified	0
Ev-TTA: Test-Time Adaptation for Event-Based Object Recognition	Mar 23, 2022	Event-based visionObject Recognition	CodeCode Available	1
A Real-time Junk Food Recognition System based on Machine Learning	Mar 22, 2022	BIG-bench Machine LearningFood Recognition	—Unverified	0
Visuo-Haptic Object Perception for Robots: An Overview	Mar 22, 2022	ArticlesObject	—Unverified	0
Computer vision and machine learning for medical image analysis: recent advances, challenges, and way forward	Mar 21, 2022	image-classificationImage Classification	—Unverified	0
Vision Transformer with Convolutions Architecture Search	Mar 20, 2022	image-classificationImage Classification	—Unverified	0
Grasp Pre-shape Selection by Synthetic Training: Eye-in-hand Shared Control on the Hannes Prosthesis	Mar 18, 2022	BenchmarkingObject Recognition	CodeCode Available	0
Neural Part Priors: Learning to Optimize Part-Based Object Completion in RGB-D Scans	Mar 17, 2022	3D Object Recognitionglobal-optimization	—Unverified	0
DetMatch: Two Teachers are Better Than One for Joint 2D and 3D Semi-Supervised Object Detection	Mar 17, 2022	object-detectionObject Detection	CodeCode Available	1
InsCon:Instance Consistency Feature Representation via Self-Supervised Learning	Mar 15, 2022	Contrastive Learningimage-classification	—Unverified	0
Soft-margin classification of object manifolds	Mar 14, 2022	ClassificationObject	—Unverified	0
Mixed Evidence for Gestalt Grouping in Deep Neural Networks	Mar 14, 2022	Object Recognition	CodeCode Available	0
FisheyeHDK: Hyperbolic Deformable Kernel Learning for Ultra-Wide Field-of-View Image Recognition	Mar 14, 2022	Object Recognition	—Unverified	0
Unpaired Image Captioning by Image-level Weakly-Supervised Visual Concept Recognition	Mar 7, 2022	Graph Neural NetworkImage Captioning	—Unverified	0
The Familiarity Hypothesis: Explaining the Behavior of Deep Open Set Methods	Mar 4, 2022	Anomaly DetectionObject	—Unverified	0
Hybrid Optimized Deep Convolution Neural Network based Learning Model for Object Detection	Mar 2, 2022	Content-Based Image RetrievalDeep Learning	—Unverified	0
TANDEM: Learning Joint Exploration and Decision Making with Tactile Sensors	Mar 1, 2022	Decision MakingEfficient Exploration	—Unverified	0
Building a visual semantics aware object hierarchy	Feb 26, 2022	ObjectObject Recognition	—Unverified	0
Universal adversarial perturbation for remote sensing images	Feb 22, 2022	ClassificationDecoder	—Unverified	0

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All datasets shape bias CIFAR10-DVS N-Caltech 101 ObjectNet (All classes)ObjectNet (ImageNet classes)ObjectNet (ImageNet classes, trained on ImageNet)DVS128 Gesture MECCANO N-CARS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Imagen	shape bias	98.7	—	Unverified
2	Stable Diffusion	shape bias	92.7	—	Unverified
3	Parti	shape bias	91.7	—	Unverified
4	ViT-22B-384	shape bias	86.4	—	Unverified
5	ViT-22B-560	shape bias	83.8	—	Unverified
6	CLIP (ViT-B)	shape bias	79.9	—	Unverified
7	ViT-22B-224	shape bias	78	—	Unverified
8	ResNet-50 (L2 eps 5.0 adv trained)	shape bias	69.5	—	Unverified
9	ResNet-50 (with strong augmentations)	shape bias	62.2	—	Unverified
10	SWSL (ResNeXt-101)	shape bias	49.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Spike-VGG11	Accuracy (% )	85.55	—	Unverified
2	SSNN	Accuracy (% )	78.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Spike-VGG11	Accuracy (% )	85.62	—	Unverified
2	SSNN	Accuracy (% )	79.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ObjectNet-Baseline	Top 5 Accuracy	18.75	—	Unverified
2	yun	Top 5 Accuracy	14.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ObjectNet-Baseline	Top 5 Accuracy	52.24	—	Unverified
2	DY	Top 5 Accuracy	0.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ObjectNet-Baseline	Top 5 Accuracy	52.24	—	Unverified
2	AJ2021	Top 5 Accuracy	27.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SSNN	Accuracy (% )	94.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Faster-RCNN	mAP	30.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Spike-VGG11	Accuracy (% )	96	—	Unverified