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 31113120 of 10420 papers

TitleStatusHype
Exemplar SVMs as Visual Feature Encoders0
Discriminability-enforcing loss to improve representation learning0
An Empirical Evaluation of Sketched SVD and its Application to Leverage Score Ordering0
Distortion Robust Image Classification using Deep Convolutional Neural Network with Discrete Cosine Transform0
Discrete Wavelet Transform-Based Capsule Network for Hyperspectral Image Classification0
Boosting Convolutional Features for Robust Object Proposals0
Evo-NAS: Evolutionary-Neural Hybrid Agent for Architecture Search0
GTAdam: Gradient Tracking with Adaptive Momentum for Distributed Online Optimization0
Discrete Simulation Optimization for Tuning Machine Learning Method Hyperparameters0
An Embedding-Dynamic Approach to Self-supervised Learning0
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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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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