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 23512360 of 10420 papers

TitleStatusHype
Comparative Investigation of Learning Algorithms for Image Classification with Small Dataset0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction0
Discrete Simulation Optimization for Tuning Machine Learning Method Hyperparameters0
Comparative Evaluation of Recent Universal Adversarial Perturbations in Image Classification0
Are Vision Transformers Robust to Patch-wise Perturbations?0
Are Vision Transformers Robust to Patch Perturbations?0
Comparative Analysis of Multiple Deep CNN Models for Waste Classification0
Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices0
Aerial Flood Scene Classification Using Fine-Tuned Attention-based Architecture for Flood-Prone Countries in South Asia0
Discrete Wavelet Transform-Based Capsule Network for Hyperspectral Image Classification0
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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