SOTAVerified

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

Showing 251300 of 2042 papers

TitleStatusHype
ATZSL: Defensive Zero-Shot Recognition in the Presence of Adversaries0
An Adaptive Descriptor Design for Object Recognition in the Wild0
Belief Tree Search for Active Object Recognition0
Benchmarking Out-of-Distribution Generalization Capabilities of DNN-based Encoding Models for the Ventral Visual Cortex0
A Machine Learning Framework for Distributed Functional Compression over Wireless Channels in IoT0
A Bayesian Framework for Active Tactile Object Recognition, Pose Estimation and Shape Transfer Learning0
Attribute-Based Classification for Zero-Shot Visual Object Categorization0
A low-power end-to-end hybrid neuromorphic framework for surveillance applications0
AttoNets: Compact and Efficient Deep Neural Networks for the Edge via Human-Machine Collaborative Design0
Attention Mechanisms for Object Recognition with Event-Based Cameras0
All-Weather Object Recognition Using Radar and Infrared Sensing0
Adaptive Hierarchical Decomposition of Large Deep Networks0
CLIP-Nav: Using CLIP for Zero-Shot Vision-and-Language Navigation0
Fractional order graph neural network0
All About Knowledge Graphs for Actions0
MIRAGE: A Multi-modal Benchmark for Spatial Perception, Reasoning, and Intelligence0
A Transfer Learning Approach to Cross-Modal Object Recognition: From Visual Observation to Robotic Haptic Exploration0
A Too-Good-to-be-True Prior to Reduce Shortcut Reliance0
Aligning Text, Images, and 3D Structure Token-by-Token0
Class-specific Anchoring Proposal for 3D Object Recognition in LIDAR and RGB Images0
A Theoretical Analysis of Deep Neural Networks for Texture Classification0
A temporal neural network model for object recognition using a biologically plausible decision making layer0
`Lighter' Can Still Be Dark: Modeling Comparative Color Descriptions0
A Systematic Study on Object Recognition Using Millimeter-wave Radar0
A Survey on Recent Advances of Computer Vision Algorithms for Egocentric Video0
Adaptive Color Attributes for Real-Time Visual Tracking0
AAD: Adaptive Anomaly Detection through traffic surveillance videos0
Cloud based Scalable Object Recognition from Video Streams using Orientation Fusion and Convolutional Neural Networks0
CNN-based search model underestimates attention guidance by simple visual features0
A Survey of Task-Based Machine Learning Content Extraction Services for VIDINT0
A Study of Image Pre-processing for Faster Object Recognition0
Algorithms for Object Detection in Substations0
A Study for Universal Adversarial Attacks on Texture Recognition0
ALGO: Object-Grounded Visual Commonsense Reasoning for Open-World Egocentric Action Recognition0
Adaptive Active Learning for Image Classification0
Early or Late Fusion Matters: Efficient RGB-D Fusion in Vision Transformers for 3D Object Recognition0
A large comparison of feature-based approaches for buried target classification in forward-looking ground-penetrating radar0
A Label Correction Algorithm Using Prior Information for Automatic and Accurate Geospatial Object Recognition0
Assessing The Importance Of Colours For CNNs In Object Recognition0
ASP Vision: Optically Computing the First Layer of Convolutional Neural Networks using Angle Sensitive Pixels0
A 51.3 TOPS/W, 134.4 GOPS In-memory Binary Image Filtering in 65nm CMOS0
Classifier-to-Generator Attack: Estimation of Training Data Distribution from Classifier0
A Spike Learning System for Event-driven Object Recognition0
A spatiotemporal style transfer algorithm for dynamic visual stimulus generation0
Airplane Type Identification Based on Mask RCNN; An Approach to Reduce Airport Traffic Congestion0
A Simulation Method for MMW Radar Sensing in Traffic Intersection Based on BART Algorithm0
AIris: An AI-powered Wearable Assistive Device for the Visually Impaired0
Adaptation Across Extreme Variations using Unlabeled Domain Bridges0
A ``Shape Aware'' Model for semi-supervised Learning of Objects and its Context0
AI Recommendation System for Enhanced Customer Experience: A Novel Image-to-Text Method0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Imagenshape bias98.7Unverified
2Stable Diffusionshape bias92.7Unverified
3Partishape bias91.7Unverified
4ViT-22B-384shape bias86.4Unverified
5ViT-22B-560shape bias83.8Unverified
6CLIP (ViT-B)shape bias79.9Unverified
7ViT-22B-224shape bias78Unverified
8ResNet-50 (L2 eps 5.0 adv trained)shape bias69.5Unverified
9ResNet-50 (with strong augmentations)shape bias62.2Unverified
10SWSL (ResNeXt-101)shape bias49.8Unverified
#ModelMetricClaimedVerifiedStatus
1Spike-VGG11Accuracy (% )85.55Unverified
2SSNNAccuracy (% )78.57Unverified
#ModelMetricClaimedVerifiedStatus
1Spike-VGG11Accuracy (% )85.62Unverified
2SSNNAccuracy (% )79.25Unverified
#ModelMetricClaimedVerifiedStatus
1ObjectNet-BaselineTop 5 Accuracy18.75Unverified
2yunTop 5 Accuracy14.75Unverified
#ModelMetricClaimedVerifiedStatus
1ObjectNet-BaselineTop 5 Accuracy52.24Unverified
2DYTop 5 Accuracy0.08Unverified
#ModelMetricClaimedVerifiedStatus
1ObjectNet-BaselineTop 5 Accuracy52.24Unverified
2AJ2021Top 5 Accuracy27.68Unverified
#ModelMetricClaimedVerifiedStatus
1SSNNAccuracy (% )94.91Unverified
#ModelMetricClaimedVerifiedStatus
1Faster-RCNNmAP30.39Unverified
#ModelMetricClaimedVerifiedStatus
1Spike-VGG11Accuracy (% )96Unverified