SOTAVerified

Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1801–1850 of 10419 papers

TitleStatusHype
DyCE: Dynamically Configurable Exiting for Deep Learning Compression and Real-time ScalingCode0
When do Convolutional Neural Networks Stop Learning?Code0
Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like ArchitecturesCode4
NiNformer: A Network in Network Transformer with Token Mixing Generated Gating FunctionCode0
Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image ClassificationCode1
Transformers for Supervised Online Continual Learning—0
Beyond Inference: Performance Analysis of DNN Server Overheads for Computer Vision—0
ELA: Efficient Local Attention for Deep Convolutional Neural Networks—0
Can a Confident Prior Replace a Cold Posterior?Code0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation—0
VisionLLaMA: A Unified LLaMA Backbone for Vision TasksCode3
SURE: SUrvey REcipes for building reliable and robust deep networksCode2
Spurious Feature Eraser: Stabilizing Test-Time Adaptation for Vision-Language Foundation ModelCode0
HyenaPixel: Global Image Context with ConvolutionsCode0
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic InteractionCode1
Stitching Gaps: Fusing Situated Perceptual Knowledge with Vision Transformers for High-Level Image Classification—0
Decompose-and-Compose: A Compositional Approach to Mitigating Spurious CorrelationCode0
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance—0
Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization—0
Classes Are Not Equal: An Empirical Study on Image Recognition Fairness—0
Deep Neural Network Models Trained With A Fixed Random Classifier Transfer Better Across Domains—0
Orchid: Flexible and Data-Dependent Convolution for Sequence Modeling—0
A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric EstimationCode0
Understanding Neural Network Binarization with Forward and Backward Proximal Quantizers—0
Scaling Supervised Local Learning with Augmented Auxiliary NetworksCode0
SDF2Net: Shallow to Deep Feature Fusion Network for PolSAR Image ClassificationCode1
Offline Writer Identification Using Convolutional Neural Network Activation Features—0
Searching a Lightweight Network Architecture for Thermal Infrared Pedestrian Tracking—0
Enhancing Continuous Domain Adaptation with Multi-Path Transfer Curriculum—0
Investigating the Robustness of Vision Transformers against Label Noise in Medical Image Classification—0
DEYO: DETR with YOLO for End-to-End Object DetectionCode2
MV-Swin-T: Mammogram Classification with Multi-view Swin TransformerCode1
Intelligent Known and Novel Aircraft Recognition -- A Shift from Classification to Similarity Learning for Combat Identification—0
EncodingNet: A Novel Encoding-based MAC Design for Efficient Neural Network AccelerationCode0
Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis—0
A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends—0
Foveated Retinotopy Improves Classification and Localization in CNNs—0
G-RepsNet: A Fast and General Construction of Equivariant Networks for Arbitrary Matrix Groups—0
SoK: Analyzing Adversarial Examples: A Framework to Study Adversary Knowledge—0
PaCKD: Pattern-Clustered Knowledge Distillation for Compressing Memory Access Prediction ModelsCode0
Partial Search in a Frozen Network is Enough to Find a Strong Lottery Ticket—0
Byzantine-Robust Federated Learning: Impact of Client Subsampling and Local Updates—0
How do Hyenas deal with Human Speech? Speech Recognition and Translation with ConfHyena—0
LangXAI: Integrating Large Vision Models for Generating Textual Explanations to Enhance Explainability in Visual Perception TasksCode1
Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image ClassificationCode0
Weakly Supervised Object Detection in Chest X-Rays with Differentiable ROI Proposal Networks and Soft ROI PoolingCode1
Perceiving Longer Sequences With Bi-Directional Cross-Attention TransformersCode1
CowScape: Quantitative reconstruction of the conformational landscape of biological macromolecules from cryo-EM data—0
Efficient Multimodal Learning from Data-centric PerspectiveCode5
ReViT: Enhancing Vision Transformers Feature Diversity with Attention Residual ConnectionsCode1
Show:102550
← PrevPage 37 of 209Next →
All datasetsImageNetCIFAR-10CIFAR-100STL-10ObjectNetMNISTSVHNiNaturalist 2018ImageNet ReaLFlowers-102Clothing1Mmini WebVision 1.0

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91—Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98—Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94—Unverified
4DaViT-GTop 1 Accuracy90.4—Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2—Unverified
6DaViT-HTop 1 Accuracy90.2—Unverified
7SwinV2-GTop 1 Accuracy90.17—Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1—Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05—Unverified
10RevCol-HTop 1 Accuracy90—Unverified