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 376–400 of 2042 papers

Title	Date	Tasks	Status	Score
Exploring Novel Object Recognition and Spontaneous Location Recognition Machine Learning Analysis Techniques in Alzheimer's Mice	Dec 12, 2023	Object RecognitionPose Estimation	CodeCode Available	5
A Comparative Analysis on Bangla Handwritten Digit Recognition with Data Augmentation and Non-Augmentation Process	Jun 26, 2020	Data AugmentationHandwritten Digit Recognition	CodeCode Available	5
Investigating the Nature of 3D Generalization in Deep Neural Networks	Apr 19, 2023	Object Recognition	CodeCode Available	5
Feature Pyramid Grids	Apr 7, 2020	Neural Architecture Searchobject-detection	CodeCode Available	5
Foveation in the Era of Deep Learning	Dec 3, 2023	Deep LearningFoveation	CodeCode Available	5
Kernel Manifold Alignment	Apr 9, 2015	Computational EfficiencyDomain Adaptation	CodeCode Available	5
Knowledge-driven Active Learning	Oct 15, 2021	Active LearningMulti-Label Classification	CodeCode Available	5
Hidden in Plain Sight: Evaluating Abstract Shape Recognition in Vision-Language Models	Nov 9, 2024	Object Recognition	CodeCode Available	5
MetaCOG: A Hierarchical Probabilistic Model for Learning Meta-Cognitive Visual Representations	Oct 6, 2021	Bayesian InferenceObject	CodeCode Available	5
EXOT: Exit-aware Object Tracker for Safe Robotic Manipulation of Moving Object	Jun 8, 2023	ObjectObject Recognition	CodeCode Available	5
Cartesian K-Means	Jun 1, 2013	ClusteringObject Recognition	CodeCode Available	5
Captioning Images with Diverse Objects	Jun 24, 2016	ObjectObject Recognition	CodeCode Available	5
Canonical Saliency Maps: Decoding Deep Face Models	May 4, 2021	Face ModelObject Recognition	CodeCode Available	5
Ensemble learning in CNN augmented with fully connected subnetworks	Mar 19, 2020	Ensemble LearningImage Classification	CodeCode Available	5
Experiments with mmWave Automotive Radar Test-bed	Dec 29, 2019	Object Recognition	CodeCode Available	5
Can Large Language Models Grasp Event Signals? Exploring Pure Zero-Shot Event-based Recognition	Sep 15, 2024	Object RecognitionZero-Shot Learning	CodeCode Available	5
Enabling My Robot To Play Pictionary : Recurrent Neural Networks For Sketch Recognition	Aug 11, 2016	ObjectObject Recognition	CodeCode Available	5
Are Vision Transformers More Data Hungry Than Newborn Visual Systems?	Dec 5, 2023	ObjectObject Recognition	CodeCode Available	5
Efficient Event Stream Super-Resolution with Recursive Multi-Branch Fusion	Jun 28, 2024	Object RecognitionSuper-Resolution	CodeCode Available	5
EBPC: Extended Bit-Plane Compression for Deep Neural Network Inference and Training Accelerators	Aug 30, 2019	image-classificationImage Classification	CodeCode Available	5
Learning Where to Edit Vision Transformers	Nov 4, 2024	Meta-LearningModel Editing	CodeCode Available	5
Probing Human Visual Robustness with Neurally-Guided Deep Neural Networks	May 4, 2024	Decision MakingNavigate	CodeCode Available	5
End-to-End Learning of Representations for Asynchronous Event-Based Data	Apr 17, 2019	ClassificationObject Recognition	CodeCode Available	5
Dynamic Rectification Knowledge Distillation	Jan 27, 2022	Edge-computingKnowledge Distillation	CodeCode Available	5
BViT: Broad Attention based Vision Transformer	Feb 13, 2022	image-classificationImage Classification	CodeCode Available	5

Show:10 25 50

← PrevPage 16 of 82Next →

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