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 1126–1150 of 2042 papers

Title	Date	Tasks	Status
VERAM: View-Enhanced Recurrent Attention Model for 3D Shape Classification	Aug 20, 2018	3D Shape ClassificationClassification	—Unverified
ViEEG: Hierarchical Neural Coding with Cross-Modal Progressive Enhancement for EEG-Based Visual Decoding	May 18, 2025	Brain DecodingContrastive Learning	—Unverified
View-Invariant Template Matching Using Homography Constraints	May 12, 2017	ObjectObject Recognition	—Unverified
View-tolerant face recognition and Hebbian learning imply mirror-symmetric neural tuning to head orientation	Jun 5, 2016	Face RecognitionObject	—Unverified
VisBuddy -- A Smart Wearable Assistant for the Visually Challenged	Aug 17, 2021	Image Captioningobject-detection	—Unverified
Vision at A Glance: Interplay between Fine and Coarse Information Processing Pathways	Aug 23, 2020	Object Recognition	—Unverified
Vision-Based Layout Detection from Scientific Literature using Recurrent Convolutional Neural Networks	Oct 18, 2020	Document Layout Analysisobject-detection	—Unverified
Vision Transformer with Convolutions Architecture Search	Mar 20, 2022	image-classificationImage Classification	—Unverified
Visual7W: Grounded Question Answering in Images	Nov 11, 2015	Multiple-choiceMultiple Choice Question Answering (MCQA)	—Unverified
Visual Classifier Prediction by Distributional Semantic Embedding of Text Descriptions	Sep 1, 2015	Domain AdaptationImage Captioning	—Unverified
Visual Features for Linguists: Basic image analysis techniques for multimodally-curious NLPers	Aug 1, 2013	Emotion RecognitionObject Recognition	—Unverified
Visual Ground Truth Construction as Faceted Classification	Feb 17, 2022	ClassificationObject Recognition	—Unverified
Visual Language Models show widespread visual deficits on neuropsychological tests	Apr 15, 2025	Object RecognitionVisual Reasoning	—Unverified
Visual recognition in the wild by sampling deep similarity functions	Mar 15, 2019	Object Recognition	—Unverified
Visual Relationship Detection using Scene Graphs: A Survey	May 16, 2020	Graph GenerationImage Generation	—Unverified
Visual Sentiment Prediction with Deep Convolutional Neural Networks	Nov 21, 2014	Object RecognitionPrediction	—Unverified
Visuo-Haptic Object Perception for Robots: An Overview	Mar 22, 2022	ArticlesObject	—Unverified
ViTCN: Vision Transformer Contrastive Network For Reasoning	Mar 15, 2024	Object Recognition	—Unverified
Volumetric Convolution: Automatic Representation Learning in Unit Ball	Jan 3, 2019	3D Object RecognitionObject Recognition	—Unverified
VSEM: An open library for visual semantics representation	Aug 1, 2013	Image ClassificationImage Retrieval	—Unverified
Warping of Radar Data into Camera Image for Cross-Modal Supervision in Automotive Applications	Dec 23, 2020	Direction of Arrival EstimationObject Recognition	—Unverified
Wasserstein Dependency Measure for Representation Learning	Mar 28, 2019	Object Recognitionreinforcement-learning	—Unverified
WaveTransform: Crafting Adversarial Examples via Input Decomposition	Oct 29, 2020	Adversarial DefenseObject Recognition	—Unverified
Weakly Supervised Image Classification Through Noise Regularization	Jun 1, 2019	ClassificationGeneral Classification	—Unverified
Weakly Supervised Instance Attention for Multisource Fine-Grained Object Recognition with an Application to Tree Species Classification	May 23, 2021	ObjectObject Recognition	—Unverified

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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