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

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Showing 3751–3800 of 10419 papers

TitleStatusHype
Inverse-Free Fast Natural Gradient Descent Method for Deep Learning—0
On the Effectiveness of Distillation in Mitigating Backdoors in Pre-trained EncoderCode0
Remove that Square Root: A New Efficient Scale-Invariant Version of AdaGradCode0
SGD with Partial Hessian for Deep Neural Networks OptimizationCode0
G-EvoNAS: Evolutionary Neural Architecture Search Based on Network Growth—0
Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use—0
SOFIM: Stochastic Optimization Using Regularized Fisher Information Matrix—0
NiNformer: A Network in Network Transformer with Token Mixing Generated Gating FunctionCode0
DyCE: Dynamically Configurable Exiting for Deep Learning Compression and Real-time ScalingCode0
MCA: Moment Channel Attention NetworksCode0
When do Convolutional Neural Networks Stop Learning?Code0
Transformers for Supervised Online Continual Learning—0
ELA: Efficient Local Attention for Deep Convolutional Neural Networks—0
Can a Confident Prior Replace a Cold Posterior?Code0
Beyond Inference: Performance Analysis of DNN Server Overheads for Computer Vision—0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation—0
Spurious Feature Eraser: Stabilizing Test-Time Adaptation for Vision-Language Foundation ModelCode0
Stitching Gaps: Fusing Situated Perceptual Knowledge with Vision Transformers for High-Level Image Classification—0
HyenaPixel: Global Image Context with ConvolutionsCode0
Decompose-and-Compose: A Compositional Approach to Mitigating Spurious CorrelationCode0
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance—0
Classes Are Not Equal: An Empirical Study on Image Recognition Fairness—0
Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization—0
Orchid: Flexible and Data-Dependent Convolution for Sequence Modeling—0
Deep Neural Network Models Trained With A Fixed Random Classifier Transfer Better Across Domains—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
Intelligent Known and Novel Aircraft Recognition -- A Shift from Classification to Similarity Learning for Combat Identification—0
Enhancing Continuous Domain Adaptation with Multi-Path Transfer Curriculum—0
Searching a Lightweight Network Architecture for Thermal Infrared Pedestrian Tracking—0
Offline Writer Identification Using Convolutional Neural Network Activation Features—0
Investigating the Robustness of Vision Transformers against Label Noise in Medical Image Classification—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
G-RepsNet: A Fast and General Construction of Equivariant Networks for Arbitrary Matrix Groups—0
Foveated Retinotopy Improves Classification and Localization in CNNs—0
SoK: Analyzing Adversarial Examples: A Framework to Study Adversary Knowledge—0
PaCKD: Pattern-Clustered Knowledge Distillation for Compressing Memory Access Prediction ModelsCode0
How do Hyenas deal with Human Speech? Speech Recognition and Translation with ConfHyena—0
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
Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image ClassificationCode0
CowScape: Quantitative reconstruction of the conformational landscape of biological macromolecules from cryo-EM data—0
AdAdaGrad: Adaptive Batch Size Schemes for Adaptive Gradient Methods—0
Compact and De-biased Negative Instance Embedding for Multi-Instance Learning on Whole-Slide Image ClassificationCode0
Diversified Ensembling: An Experiment in Crowdsourced Machine Learning—0
Hybrid CNN Bi-LSTM neural network for Hyperspectral image classification—0
How Flawed Is ECE? An Analysis via Logit SmoothingCode0
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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