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 651–675 of 2042 papers

Title	Date	Tasks	Status	Hype
A Multi-viewpoint Outdoor Dataset for Human Action Recognition	Oct 7, 2021	Action RecognitionFace Recognition	CodeCode Available	0
MetaCOG: A Hierarchical Probabilistic Model for Learning Meta-Cognitive Visual Representations	Oct 6, 2021	Bayesian InferenceObject	CodeCode Available	0
Empowering Local Communities Using Artificial Intelligence	Oct 5, 2021	Object Recognition	—Unverified	0
The Challenge of Appearance-Free Object Tracking with Feedforward Neural Networks	Sep 30, 2021	ObjectObject Recognition	—Unverified	0
Self-Supervised Modality-Invariant and Modality-Specific Feature Learning for 3D Objects	Sep 29, 2021	3D Object RecognitionCross-Modal Retrieval	—Unverified	0
Disentangling Properties of Contrastive Methods	Sep 29, 2021	DisentanglementObject Recognition	—Unverified	0
NODEAttack: Adversarial Attack on the Energy Consumption of Neural ODEs	Sep 29, 2021	Adversarial AttackObject Recognition	—Unverified	0
Lifelong 3D Object Recognition and Grasp Synthesis Using Dual Memory Recurrent Self-Organization Networks	Sep 23, 2021	3D Object RecognitionContinual Learning	CodeCode Available	0
How much human-like visual experience do current self-supervised learning algorithms need in order to achieve human-level object recognition?	Sep 23, 2021	Object RecognitionRepresentation Learning	CodeCode Available	0
Superquadric Object Representation for Optimization-based Semantic SLAM	Sep 20, 2021	ObjectObject Recognition	—Unverified	0
Class incremental learning for video action classification	Sep 19, 2021	Action ClassificationAction Recognition In Videos	—Unverified	0
ObjectFolder: A Dataset of Objects with Implicit Visual, Auditory, and Tactile Representations	Sep 16, 2021	3D ReconstructionObject	—Unverified	0
Object recognition for robotics from tactile time series data utilising different neural network architectures	Sep 9, 2021	Object RecognitionTime Series	—Unverified	0
Compositional Clustering: Applications to Multi-Label Object Recognition and Speaker Identification	Sep 9, 2021	ClusteringFew-Shot Learning	CodeCode Available	0
Temporal RoI Align for Video Object Recognition	Sep 8, 2021	Instance SegmentationObject	—Unverified	0
Datasets: A Community Library for Natural Language Processing	Sep 7, 2021	Image ClassificationObject Recognition	CodeCode Available	3
Capturing the objects of vision with neural networks	Sep 7, 2021	ObjectObject Recognition	—Unverified	0
Voxel Transformer for 3D Object Detection	Sep 6, 2021	3D Object DetectionComputational Efficiency	CodeCode Available	1
Recognition Awareness: An Application of Latent Cognizance to Open-Set Recognition	Aug 27, 2021	ObjectObject Recognition	—Unverified	0
An Underwater Image Semantic Segmentation Method Focusing on Boundaries and a Real Underwater Scene Semantic Segmentation Dataset	Aug 26, 2021	Boundary DetectionInstance Segmentation	CodeCode Available	0
Airplane Type Identification Based on Mask RCNN; An Approach to Reduce Airport Traffic Congestion	Aug 25, 2021	ObjectObject Recognition	—Unverified	0
Reducing Label Effort: Self-Supervised meets Active Learning	Aug 25, 2021	Active LearningObject Recognition	—Unverified	0
OOWL500: Overcoming Dataset Collection Bias in the Wild	Aug 24, 2021	Adversarial AttackData Augmentation	—Unverified	0
Deep Bayesian Image Set Classification: A Defence Approach against Adversarial Attacks	Aug 23, 2021	Face RecognitionObject Recognition	—Unverified	0
VisBuddy -- A Smart Wearable Assistant for the Visually Challenged	Aug 17, 2021	Image Captioningobject-detection	—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