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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 of 2042 papers

TitleStatusHype
ALGO: Object-Grounded Visual Commonsense Reasoning for Open-World Egocentric Action Recognition—0
Flexible ViG: Learning the Self-Saliency for Flexible Object Recognition—0
Haptic in-sensor computing device made of carbon nanotube-polydimethylsiloxane nanocomposites—0
The 3D-PC: a benchmark for visual perspective taking in humans and machinesCode1
A Review of Pulse-Coupled Neural Network Applications in Computer Vision and Image Processing—0
Face processing emerges from object-trained convolutional neural networks—0
MM-Mixing: Multi-Modal Mixing Alignment for 3D Understanding—0
Enhancing Pollinator Conservation towards Agriculture 4.0: Monitoring of Bees through Object RecognitionCode0
Transformer in Touch: A Survey—0
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once—0
Zero-shot counting with a dual-stream neural network model—0
Bilateral Event Mining and Complementary for Event Stream Super-ResolutionCode1
AIris: An AI-powered Wearable Assistive Device for the Visually Impaired—0
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation—0
UnSegGNet: Unsupervised Image Segmentation using Graph Neural NetworksCode0
Probing Human Visual Robustness with Neurally-Guided Deep Neural NetworksCode0
Imagine2touch: Predictive Tactile Sensing for Robotic Manipulation using Efficient Low-Dimensional SignalsCode0
SOAR: Advancements in Small Body Object Detection for Aerial Imagery Using State Space Models and Programmable Gradients—0
Open-Set 3D Semantic Instance Maps for Vision Language Navigation -- O3D-SIMCode0
Deep Models for Multi-View 3D Object Recognition: A Review—0
CloudFort: Enhancing Robustness of 3D Point Cloud Classification Against Backdoor Attacks via Spatial Partitioning and Ensemble Prediction—0
On-board classification of underwater images using hybrid classical-quantum CNN based method—0
ECOR: Explainable CLIP for Object Recognition—0
Exploring the Transferability of Visual Prompting for Multimodal Large Language ModelsCode1
How to deal with glare for improved perception of Autonomous Vehicles—0
Achieving Rotation Invariance in Convolution Operations: Shifting from Data-Driven to Mechanism-Assured—0
A Diffusion-based Data Generator for Training Object Recognition Models in Ultra-Range Distance—0
Two Effects, One Trigger: On the Modality Gap, Object Bias, and Information Imbalance in Contrastive Vision-Language ModelsCode1
A Dataset and Framework for Learning State-invariant Object RepresentationsCode0
MindSet: Vision. A toolbox for testing DNNs on key psychological experimentsCode0
GLCM-Based Feature Combination for Extraction Model Optimization in Object Detection Using Machine Learning—0
Is CLIP the main roadblock for fine-grained open-world perception?Code2
One Noise to Rule Them All: Multi-View Adversarial Attacks with Universal PerturbationCode0
Object-conditioned Bag of Instances for Few-Shot Personalized Instance Recognition—0
SUGAR: Pre-training 3D Visual Representations for Robotics—0
Constructing Multilingual Visual-Text Datasets Revealing Visual Multilingual Ability of Vision Language Models—0
Efficient Multi-Band Temporal Video Filter for Reducing Human-Robot Interaction—0
PseudoTouch: Efficiently Imaging the Surface Feel of Objects for Robotic Manipulation—0
ParFormer: A Vision Transformer with Parallel Mixer and Sparse Channel Attention Patch Embedding—0
Improving Robustness to Model Inversion Attacks via Sparse Coding ArchitecturesCode0
EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition—0
Lifting Multi-View Detection and Tracking to the Bird's Eye ViewCode2
Towards Real-Time Fast Unmanned Aerial Vehicle Detection Using Dynamic Vision Sensors—0
Latent Object Characteristics Recognition with Visual to Haptic-Audio Cross-modal Transfer Learning—0
ViTCN: Vision Transformer Contrastive Network For Reasoning—0
MARVIS: Motion & Geometry Aware Real and Virtual Image SegmentationCode0
Don't Judge by the Look: Towards Motion Coherent Video RepresentationCode0
Generalized Relevance Learning Grassmann QuantizationCode0
EventRPG: Event Data Augmentation with Relevance Propagation GuidanceCode1
Learn and Search: An Elegant Technique for Object Lookup using Contrastive Learning—0
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All datasetsshape biasCIFAR10-DVSN-Caltech 101ObjectNet (All classes)ObjectNet (ImageNet classes)ObjectNet (ImageNet classes, trained on ImageNet)DVS128 GestureMECCANON-CARS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Imagenshape bias98.7—Unverified
2Stable Diffusionshape bias92.7—Unverified
3Partishape bias91.7—Unverified
4ViT-22B-384shape bias86.4—Unverified
5ViT-22B-560shape bias83.8—Unverified
6CLIP (ViT-B)shape bias79.9—Unverified
7ViT-22B-224shape bias78—Unverified
8ResNet-50 (L2 eps 5.0 adv trained)shape bias69.5—Unverified
9ResNet-50 (with strong augmentations)shape bias62.2—Unverified
10SWSL (ResNeXt-101)shape bias49.8—Unverified
#ModelMetricClaimedVerifiedStatus
1Spike-VGG11Accuracy (% )85.55—Unverified
2SSNNAccuracy (% )78.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Spike-VGG11Accuracy (% )85.62—Unverified
2SSNNAccuracy (% )79.25—Unverified
#ModelMetricClaimedVerifiedStatus
1ObjectNet-BaselineTop 5 Accuracy18.75—Unverified
2yunTop 5 Accuracy14.75—Unverified
#ModelMetricClaimedVerifiedStatus
1ObjectNet-BaselineTop 5 Accuracy52.24—Unverified
2DYTop 5 Accuracy0.08—Unverified
#ModelMetricClaimedVerifiedStatus
1ObjectNet-BaselineTop 5 Accuracy52.24—Unverified
2AJ2021Top 5 Accuracy27.68—Unverified
#ModelMetricClaimedVerifiedStatus
1SSNNAccuracy (% )94.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Faster-RCNNmAP30.39—Unverified
#ModelMetricClaimedVerifiedStatus
1Spike-VGG11Accuracy (% )96—Unverified