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

Showing 76767700 of 10420 papers

TitleStatusHype
COVIDLite: A depth-wise separable deep neural network with white balance and CLAHE for detection of COVID-190
Neural Parameter Allocation SearchCode0
SatImNet: Structured and Harmonised Training Data for Enhanced Satellite Imagery Classification0
Semi-Supervised Recognition under a Noisy and Fine-grained Dataset0
Image classification in frequency domain with 2SReLU: a second harmonics superposition activation functionCode0
Frost filtered scale-invariant feature extraction and multilayer perceptron for hyperspectral image classification0
Using Wavelets and Spectral Methods to Study Patterns in Image-Classification DatasetsCode0
Multi-Subspace Neural Network for Image Recognition0
Enhancing Few-Shot Image Classification with Unlabelled Examples0
Deep Categorization with Semi-Supervised Self-Organizing MapsCode0
A block coordinate descent optimizer for classification problems exploiting convexity0
Constraint-Based Regularization of Neural Networks0
Robust Federated Learning: The Case of Affine Distribution Shifts0
Visual and Textual Deep Feature Fusion for Document Image Classification0
A Study of Compositional Generalization in Neural Models0
Fine-Tuning DARTS for Image Classification0
On the training dynamics of deep networks with L_2 regularizationCode0
Optimal Complexity in Decentralized Training0
Explicitly Modeled Attention Maps for Image Classification0
Domain Adaptation and Image Classification via Deep Conditional Adaptation Network0
Meta Approach to Data Augmentation Optimization0
Topology-aware Differential Privacy for Decentralized Image Classification0
DTG-Net: Differentiated Teachers Guided Self-Supervised Video Action Recognition0
Split-Merge Pooling0
Move-to-Data: A new Continual Learning approach with Deep CNNs, Application for image-class recognition0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified