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 826–850 of 2042 papers

Title	Date	Tasks	Status	Hype
Assessing The Importance Of Colours For CNNs In Object Recognition	Dec 12, 2020	Fine-Grained Image ClassificationGeneral Classification	—Unverified	0
Full-Glow: Fully conditional Glow for more realistic image generation	Dec 10, 2020	Image GenerationObject Recognition	CodeCode Available	1
The Lottery Ticket Hypothesis for Object Recognition	Dec 8, 2020	Instance SegmentationKeypoint Estimation	CodeCode Available	1
Interpretable Graph Capsule Networks for Object Recognition	Dec 3, 2020	Adversarial RobustnessObject	—Unverified	0
Unsupervised Part Discovery via Feature Alignment	Dec 1, 2020	ObjectObject Recognition	—Unverified	0
Simulating a Primary Visual Cortex at the Front of CNNs Improves Robustness to Image Perturbations	Dec 1, 2020	Object Recognition	CodeCode Available	1
Towards real-time object recognition and pose estimation in point clouds	Nov 27, 2020	Objectobject-detection	—Unverified	0
Sparse R-CNN: End-to-End Object Detection with Learnable Proposals	Nov 25, 2020	2D Object DetectionObject	CodeCode Available	2
Adversarial Attack on Facial Recognition using Visible Light	Nov 25, 2020	Adversarial Attackobject-detection	—Unverified	0
Insights From A Large-Scale Database of Material Depictions In Paintings	Nov 24, 2020	Domain AdaptationInteractive Segmentation	—Unverified	0
Industrial object, machine part and defect recognition towards fully automated industrial monitoring employing deep learning. The case of multilevel VGG19	Nov 23, 2020	Defect Detectionobject-detection	—Unverified	0
Complex-valued Iris Recognition Network	Nov 23, 2020	Iris RecognitionObject Recognition	—Unverified	0
Enriching ImageNet with Human Similarity Judgments and Psychological Embeddings	Nov 22, 2020	Bayesian InferenceObject Recognition	CodeCode Available	1
Combining Deep Transfer Learning with Signal-image Encoding for Multi-Modal Mental Wellbeing Classification	Nov 20, 2020	Emotion ClassificationGeneral Classification	—Unverified	0
A Cognitive Approach based on the Actionable Knowledge Graph for supporting Maintenance Operations	Nov 18, 2020	Incremental LearningObject Recognition	—Unverified	0
DIRL: Domain-Invariant Representation Learning for Sim-to-Real Transfer	Nov 15, 2020	Object RecognitionRepresentation Learning	—Unverified	0
RAMP-CNN: A Novel Neural Network for Enhanced Automotive Radar Object Recognition	Nov 13, 2020	object-detectionObject Detection	CodeCode Available	1
Transformer-Encoder Detector Module: Using Context to Improve Robustness to Adversarial Attacks on Object Detection	Nov 13, 2020	Objectobject-detection	—Unverified	0
I-POST: Intelligent Point of Sale and Transaction System	Nov 12, 2020	Objectobject-detection	—Unverified	0
Adding Knowledge to Unsupervised Algorithms for the Recognition of Intent	Nov 12, 2020	3D Object ReconstructionObject Recognition	CodeCode Available	0
Transferred Fusion Learning using Skipped Networks	Nov 11, 2020	Object RecognitionTransfer Learning	—Unverified	0
Out-of-Distribution Detection for Automotive Perception	Nov 3, 2020	Autonomous DrivingObject Recognition	—Unverified	0
On Numerosity of Deep Neural Networks	Nov 1, 2020	Object Recognition	—Unverified	0
A Study of Image Pre-processing for Faster Object Recognition	Oct 31, 2020	ClassificationGeneral Classification	—Unverified	0
On the Performance of Convolutional Neural Networks under High and Low Frequency Information	Oct 30, 2020	Data AugmentationFace 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