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Classification
벤치마크
Classification on
CIFAR-100
12개 결과 ·
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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)
2023-10-05 — ResNet8×4: Accuracy 77.5
2025-10-04 — Exploring the Hierarchical Reasoning Mod: Accuracy 91.5
Rank
Model
Accuracy
Paper
Code
Year
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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