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 36813690 of 10420 papers

TitleStatusHype
PKCAM: Previous Knowledge Channel Attention ModuleCode1
Bayesian Layer Graph Convolutioanl Network for Hyperspetral Image Classification0
SA-DPSGD: Differentially Private Stochastic Gradient Descent based on Simulated Annealing0
Sign Language to Text Conversion in Real Time using Transfer Learning0
Perceptual Video Coding for Machines via Satisfied Machine Ratio ModelingCode1
Mining Unseen Classes via Regional Objectness: A Simple Baseline for Incremental SegmentationCode1
Enhancing Few-shot Image Classification with Cosine TransformerCode1
Multi-Epoch Matrix Factorization Mechanisms for Private Machine Learning0
MultiCrossViT: Multimodal Vision Transformer for Schizophrenia Prediction using Structural MRI and Functional Network Connectivity Data0
AltCLIP: Altering the Language Encoder in CLIP for Extended Language CapabilitiesCode4
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified