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 626–650 of 2042 papers

Title	Date	Tasks	Status	Hype
The Neural Correlates of Image Texture in the Human Vision Using Magnetoencephalography	Nov 16, 2021	Object Recognition	—Unverified	0
ShapeY: Measuring Shape Recognition Capacity Using Nearest Neighbor Matching	Nov 16, 2021	ObjectObject Recognition	—Unverified	0
Occluded Video Instance Segmentation: Dataset and ICCV 2021 Challenge	Nov 15, 2021	Instance SegmentationObject Recognition	—Unverified	0
6D Pose Estimation with Combined Deep Learning and 3D Vision Techniques for a Fast and Accurate Object Grasping	Nov 11, 2021	3D Object Recognition6D Pose Estimation	—Unverified	0
Unsupervised Spiking Instance Segmentation on Event Data using STDP	Nov 9, 2021	Event-based visionFace Detection	—Unverified	0
Grassmannian learning mutual subspace method for image set recognition	Nov 8, 2021	Emotion RecognitionFace Identification	—Unverified	0
Development of collective behavior in newborn artificial agents	Nov 6, 2021	Deep Reinforcement LearningObject Recognition	—Unverified	0
Resampling and super-resolution of hexagonally sampled images using deep learning	Nov 3, 2021	Deep LearningObject Recognition	—Unverified	0
Certifiable Artificial Intelligence Through Data Fusion	Nov 3, 2021	Object Recognition	—Unverified	0
Investigating Negation in Pre-trained Vision-and-language Models	Nov 1, 2021	NegationObject Recognition	CodeCode Available	0
Latent Cognizance: What Machine Really Learns	Oct 29, 2021	Object RecognitionOpen Set Learning	—Unverified	0
HR-RCNN: Hierarchical Relational Reasoning for Object Detection	Oct 26, 2021	Graph AttentionInstance Segmentation	—Unverified	0
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning	Oct 25, 2021	Arithmetic ReasoningMathematical Question Answering	CodeCode Available	1
MVT: Multi-view Vision Transformer for 3D Object Recognition	Oct 25, 2021	3D Object RecognitionInductive Bias	CodeCode Available	0
On Label-Eﬀicient Computer Vision: Building Fast and Effective Few-Shot Image Classifiers	Oct 19, 2021	Active LearningContinual Learning	—Unverified	0
Knowledge-driven Active Learning	Oct 15, 2021	Active LearningMulti-Label Classification	CodeCode Available	0
Oriented Feature Alignment for Fine-grained Object Recognition in High-Resolution Satellite Imagery	Oct 13, 2021	Objectobject-detection	—Unverified	0
In Silico Modelling of Neurodegeneration Using Deep Convolutional Neural Networks	Oct 12, 2021	Object Recognition	—Unverified	0
Out-of-distribution robustness: Limited image exposure of a four-year-old is enough to outperform ResNet-50	Oct 12, 2021	Object Recognition	—Unverified	0
Bio-inspired learnable divisive normalization for ANNs	Oct 12, 2021	Decoderimage-classification	—Unverified	0
Recurrent Attention Models with Object-centric Capsule Representation for Multi-object Recognition	Oct 11, 2021	DecoderObject	CodeCode Available	0
X-model: Improving Data Efficiency in Deep Learning with A Minimax Model	Oct 9, 2021	Age Estimationmodel	—Unverified	0
ZSpeedL -- Evaluating the Performance of Zero-Shot Learning Methods using Low-Power Devices	Oct 9, 2021	Object RecognitionZero-Shot Learning	—Unverified	0
Explainability-Aware One Point Attack for Point Cloud Neural Networks	Oct 8, 2021	3D Object RecognitionAdversarial Robustness	CodeCode Available	1
Context-LGM: Leveraging Object-Context Relation for Context-Aware Object Recognition	Oct 8, 2021	Emotion RecognitionObject	—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