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 501–525 of 2042 papers

Title	Date	Tasks	Status	Hype
Different Spectral Representations in Optimized Artificial Neural Networks and Brains	Aug 22, 2022	Adversarial AttackAdversarial Robustness	CodeCode Available	0
Identifying Auxiliary or Adversarial Tasks Using Necessary Condition Analysis for Adversarial Multi-task Video Understanding	Aug 22, 2022	Action RecognitionMulti-Task Learning	—Unverified	0
Noise-Adaptive Intelligent Programmable Meta-Imager	Aug 22, 2022	Earth ObservationObject Recognition	—Unverified	0
Background Invariance Testing According to Semantic Proximity	Aug 19, 2022	Object Recognition	—Unverified	0
Modeling biological face recognition with deep convolutional neural networks	Aug 13, 2022	Face DetectionFace Identification	—Unverified	0
Automatic Ultrasound Image Segmentation of Supraclavicular Nerve Using Dilated U-Net Deep Learning Architecture	Aug 9, 2022	Image SegmentationMedical Diagnosis	—Unverified	0
A neuromorphic approach to image processing and machine vision	Aug 7, 2022	Image SegmentationObject Recognition	—Unverified	0
A Proper Orthogonal Decomposition approach for parameters reduction of Single Shot Detector networks	Jul 27, 2022	Dimensionality ReductionObject Recognition	—Unverified	0
Patchwork++: Fast and Robust Ground Segmentation Solving Partial Under-Segmentation Using 3D Point Cloud	Jul 25, 2022	Object RecognitionSegmentation	CodeCode Available	2
Omni3D: A Large Benchmark and Model for 3D Object Detection in the Wild	Jul 21, 2022	3D Object Detection3D Object Detection From Monocular Images	CodeCode Available	2
Learning Counterfactually Invariant Predictors	Jul 20, 2022	counterfactualObject Recognition	CodeCode Available	1
Contributions of Shape, Texture, and Color in Visual Recognition	Jul 19, 2022	AttributeGeneral Classification	CodeCode Available	1
Easy Batch Normalization	Jul 18, 2022	Object Recognition	—Unverified	0
Semi-supervised Ranking for Object Image Blur Assessment	Jul 13, 2022	ObjectObject Recognition	CodeCode Available	0
A Survey of Task-Based Machine Learning Content Extraction Services for VIDINT	Jul 9, 2022	BIG-bench Machine LearningMachine Translation	—Unverified	0
FewSOL: A Dataset for Few-Shot Object Learning in Robotic Environments	Jul 6, 2022	AttributeClassification	CodeCode Available	0
Multi-area Target Individual Detection with Free Drawing on Video	Jul 6, 2022	Object Recognition	CodeCode Available	0
SESS: Saliency Enhancing with Scaling and Sliding	Jul 5, 2022	Explainable artificial intelligenceObject Detection	CodeCode Available	0
Simulating reaction time for Eureka effect in visual object recognition using artificial neural network	Jun 30, 2022	Object Recognition	—Unverified	0
Learning Iterative Reasoning through Energy Minimization	Jun 30, 2022	image-classificationImage Classification	CodeCode Available	1
Learning Underrepresented Classes from Decentralized Partially Labeled Medical Images	Jun 30, 2022	Federated LearningObject Recognition	—Unverified	0
Deep Optical Coding Design in Computational Imaging	Jun 27, 2022	3D Object RecognitionDecoder	—Unverified	0
Complementary datasets to COCO for object detection	Jun 23, 2022	Objectobject-detection	CodeCode Available	0
RendNet: Unified 2D/3D Recognizer With Latent Space Rendering	Jun 21, 2022	3D Object RecognitionObject Recognition	—Unverified	0
Guiding Visual Attention in Deep Convolutional Neural Networks Based on Human Eye Movements	Jun 21, 2022	Face DetectionObject Recognition	—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