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 191–200 of 2042 papers

Title	Date	Tasks	Status	Hype
EIT-1M: One Million EEG-Image-Text Pairs for Human Visual-textual Recognition and More	Jul 2, 2024	EEGObject Recognition	—Unverified	0
Efficient Event Stream Super-Resolution with Recursive Multi-Branch Fusion	Jun 28, 2024	Object RecognitionSuper-Resolution	CodeCode Available	0
MG-LLaVA: Towards Multi-Granularity Visual Instruction Tuning	Jun 25, 2024	ObjectObject Recognition	CodeCode Available	2
Putting GPT-4o to the Sword: A Comprehensive Evaluation of Language, Vision, Speech, and Multimodal Proficiency	Jun 19, 2024	Few-Shot Learningimage-classification	—Unverified	0
3D Instance Segmentation Using Deep Learning on RGB-D Indoor Data	Jun 19, 2024	3D Instance Segmentation3D Object Recognition	—Unverified	0
StableSemantics: A Synthetic Language-Vision Dataset of Semantic Representations in Naturalistic Images	Jun 19, 2024	Object RecognitionScene Understanding	CodeCode Available	2
Benchmarking Out-of-Distribution Generalization Capabilities of DNN-based Encoding Models for the Ventral Visual Cortex	Jun 16, 2024	BenchmarkingObject Recognition	—Unverified	0
The BabyView dataset: High-resolution egocentric videos of infants' and young children's everyday experiences	Jun 14, 2024	Depth EstimationImage Segmentation	—Unverified	0
I-MPN: Inductive Message Passing Network for Efficient Human-in-the-Loop Annotation of Mobile Eye Tracking Data	Jun 10, 2024	NavigateObject	—Unverified	0
A Comparative Survey of Vision Transformers for Feature Extraction in Texture Analysis	Jun 10, 2024	AttributeObject Recognition	—Unverified	0

Show:10 25 50

← PrevPage 20 of 205Next →

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