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Classification 벤치마크

Classification on CIFAR-100

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Accuracy

45.32 56.87 68.41 79.95 91.5 2023-10 2026-11 ResNet8×4 — 77.5 (2023-10-05) Cluster — 68.56 (2025-07-16) NIRMAL — 45.32 (2025-08-06) Enhanced — 46.06 (2025-08-22) Noisy Label Refinement with Semantically — 70.0 (2025-09-04) FedTeddi — 49.2 (2025-09-09) Adaptive Spatial Goodness Encoding: Adva — 65.42 (2025-09-15) Exploring the Hierarchical Reasoning Mod — 91.5 (2025-10-04) Spatially Grounded Concept-Based Image C — 85.3 (2025-10-05) True 4-Bit Quantized Convolutional Neura — 70.94 (2026-03-14) Scaling Up Thermodynamic AI Models — 76.0 (2026-06-30) Efficient PEFT Methods with Adaptive Che — 79.0 (2026-07-02) ResNet8×4 — 77.5 (2023-10-05) Exploring the Hierarchical Reasoning Mod — 91.5 (2025-10-04)
RankModel Accuracy PaperCodeYear
1 Exploring the Hierarchical Reasoning Mod 자동 추출 91.5 Exploring the Hierarchical Reasoning Model for Small Natural-Image Classification Without Augmentation 2025
2 Spatially Grounded Concept-Based Image C 자동 추출 85.3 Spatially Grounded Concept-Based Image Classification 2025
3 Efficient PEFT Methods with Adaptive Che 자동 추출 79 Efficient PEFT Methods with Adaptive Checkpointing for Vision Models and VLMs on Resource Constrained Consumer-GPUs 2026
4 ResNet8×4 77.50 LumiNet: The Bright Side of Perceptual Knowledge Distillation ismail31416/luminet 2023
5 Scaling Up Thermodynamic AI Models 자동 추출 76.0 Scaling Up Thermodynamic AI Models 2026
6 True 4-Bit Quantized Convolutional Neura 자동 추출 70.94 True 4-Bit Quantized Convolutional Neural Network Training on CPU: Achieving Full-Precision Parity 2026
7 Noisy Label Refinement with Semantically 자동 추출 70 Noisy Label Refinement with Semantically Reliable Synthetic Images 2025
8 Cluster 자동 추출 68.56 Cluster Contrast for Unsupervised Visual Representation Learning 2025
9 Adaptive Spatial Goodness Encoding: Adva 자동 추출 65.42 Adaptive Spatial Goodness Encoding: Advancing and Scaling Forward-Forward Learning Without Backpropagation 2025
10 FedTeddi 자동 추출 49.2 FedTeddi: Temporal Drift and Divergence Aware Scheduling for Timely Federated Edge Learning 2025
11 Enhanced 자동 추출 46.06 Enhanced NIRMAL Optimizer With Damped Nesterov Acceleration: A Comparative Analysis 2025
12 NIRMAL 자동 추출 45.32 Comparative Analysis of Novel NIRMAL Optimizer Against Adam and SGD with Momentum 2025
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