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 976–1000 of 2042 papers

Title	Date	Tasks	Status	Hype
A Comparison of Few-Shot Learning Methods for Underwater Optical and Sonar Image Classification	May 10, 2020	Few-Shot LearningGeneral Classification	—Unverified	0
How Can CNNs Use Image Position for Segmentation?	May 7, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Illumination-Invariant Image from 4-Channel Images: The Effect of Near-Infrared Data in Shadow Removal	May 4, 2020	Object RecognitionSemantic Segmentation	—Unverified	0
Immersive Language Exploration with Object Recognition and Augmented Reality	May 1, 2020	ObjectObject Recognition	—Unverified	0
Computing the Testing Error without a Testing Set	May 1, 2020	Object RecognitionSemantic Segmentation	CodeCode Available	1
Deflating Dataset Bias Using Synthetic Data Augmentation	Apr 28, 2020	Autonomous VehiclesData Augmentation	—Unverified	0
IROS 2019 Lifelong Robotic Vision Challenge -- Lifelong Object Recognition Report	Apr 26, 2020	Continual LearningObject	—Unverified	0
When CNNs Meet Random RNNs: Towards Multi-Level Analysis for RGB-D Object and Scene Recognition	Apr 26, 2020	Object RecognitionScene Recognition	CodeCode Available	1
A Deeper Look at the Unsupervised Learning of Disentangled Representations in β-VAE from the Perspective of Core Object Recognition	Apr 25, 2020	Bayesian InferenceObject	—Unverified	0
YCB-M: A Multi-Camera RGB-D Dataset for Object Recognition and 6DoF Pose Estimation	Apr 24, 2020	ObjectObject Recognition	—Unverified	0
SL-DML: Signal Level Deep Metric Learning for Multimodal One-Shot Action Recognition	Apr 23, 2020	Action RecognitionFace Identification	CodeCode Available	1
Understanding Integrated Gradients with SmoothTaylor for Deep Neural Network Attribution	Apr 22, 2020	image-classificationImage Classification	CodeCode Available	1
3D Object Detection Method Based on YOLO and K-Means for Image and Point Clouds	Apr 21, 2020	2D Object Detection3D Object Detection	—Unverified	0
YOLO and K-Means Based 3D Object Detection Method on Image and Point Cloud	Apr 21, 2020	2D Object Detection3D Object Detection	—Unverified	0
Unsupervised Domain Adaptation through Inter-modal Rotation for RGB-D Object Recognition	Apr 21, 2020	Domain AdaptationObject Categorization	CodeCode Available	0
Five Points to Check when Comparing Visual Perception in Humans and Machines	Apr 20, 2020	Decision MakingObject Recognition	CodeCode Available	0
VOWEL: A Local Online Learning Rule for Recurrent Networks of Probabilistic Spiking Winner-Take-All Circuits	Apr 20, 2020	AllObject Recognition	CodeCode Available	1
Scaling the training of particle classification on simulated MicroBooNE events to multiple GPUs	Apr 17, 2020	General ClassificationObject Recognition	—Unverified	0
Learning to Detect Important People in Unlabelled Images for Semi-supervised Important People Detection	Apr 16, 2020	Object RecognitionPseudo Label	CodeCode Available	0
CAggNet: Crossing Aggregation Network for Medical Image Segmentation	Apr 16, 2020	Image SegmentationMedical Image Analysis	—Unverified	0
Light Weight Residual Dense Attention Net for Spectral Reconstruction from RGB Images	Apr 15, 2020	Object RecognitionSpectral Reconstruction	CodeCode Available	0
MotionRec: A Unified Deep Framework for Moving Object Recognition	Apr 14, 2020	Moving Object Detectionobject-detection	—Unverified	0
TOG: Targeted Adversarial Objectness Gradient Attacks on Real-time Object Detection Systems	Apr 9, 2020	Autonomous DrivingObject	CodeCode Available	1
Feature Pyramid Grids	Apr 7, 2020	Neural Architecture Searchobject-detection	CodeCode Available	0
Empirical Upper Bound, Error Diagnosis and Invariance Analysis of Modern Object Detectors	Apr 5, 2020	Objectobject-detection	CodeCode Available	1

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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