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SotA/Computer Vision/Image Classification/iNaturalist 2018

Image Classification on iNaturalist 2018

Metric: Top-1 Accuracy (higher is better)

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#Model↕Top-1 Accuracy▼Extra DataPaperDate↕Code
1OmniVec294.6Yes---
2OmniVec93.8YesOmniVec: Learning robust representations with cr...2023-11-07-
3µ2Net+ (ViT-L/16)80.97NoA Continual Development Methodology for Large-sc...2022-09-15Code
4RDNet-B (224 res, IN-1K pretrained)80.5NoDenseNets Reloaded: Paradigm Shift Beyond ResNet...2024-03-28Code
5RDNet-S (224 res, IN-1K pretrained)79.1NoDenseNets Reloaded: Paradigm Shift Beyond ResNet...2024-03-28Code
6RDNet-T (224 res, IN-1K pretrained)77NoDenseNets Reloaded: Paradigm Shift Beyond ResNet...2024-03-28Code
7APA (SE-ResNet-50)74.8NoAdaptive Parametric Activation2024-07-11Code
8IEM70.2No---
9LDAM + DRW + SAM70.1NoEscaping Saddle Points for Effective Generalizat...2022-12-28Code
10ResMLP-2464.3NoResMLP: Feedforward networks for image classific...2021-05-07Code
11ResMLP-1260.2NoResMLP: Feedforward networks for image classific...2021-05-07Code
12ResNet-5048.6NoUnsupervised Learning of Visual Features by Cont...2020-06-17Code
13Barlow Twins (ResNet-50)46.5NoBarlow Twins: Self-Supervised Learning via Redun...2021-03-04Code