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 38613870 of 10420 papers

TitleStatusHype
MixMobileNet: A Mixed Mobile Network for Edge Vision Applications0
Memory-Inspired Temporal Prompt Interaction for Text-Image Classification0
Exploring the Unexplored: Understanding the Impact of Layer Adjustments on Image Classification0
CNN architecture extraction on edge GPU0
An Ultralightweight Hybrid CNN Based on Redundancy Removal for Hyperspectral Image Classification0
Catch-Up Mix: Catch-Up Class for Struggling Filters in CNN0
DDI-CoCo: A Dataset For Understanding The Effect Of Color Contrast In Machine-Assisted Skin Disease DetectionCode0
LDCA: Local Descriptors with Contextual Augmentation for Few-Shot Learning0
Interpreting Equivariant Representations0
TIM: An Efficient Temporal Interaction Module for Spiking Transformer0
Show:102550
← PrevPage 387 of 1042Next →

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