PASCAL VOC 2012 val

아카이브 평가 73건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

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원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
EPS(DeepLabV2-ResNet101)	Mean IoU 70.9	Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation 2021-05-19	코드 1
Infer-CAM(DeepLabV2-ResNet101)	Mean IoU 70.8	Inferring the Class Conditional Response Map for Weakly Supervised Semantic Segmentation 2021-10-27	코드 1
VWL-L (EMANet)	Mean IoU 70.8	Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling 2022-02-10	코드 1
AMN (DeepLabV2-ResNet101, MS-COCO-pretrained weights)	Mean IoU 70.7	Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds 2022-03-30	코드 1
W-OoD (WResNet-38)	Mean IoU 70.7	Weakly Supervised Semantic Segmentation using Out-of-Distribution Data 2022-03-08	코드 1
VWL-L	Mean IoU 70.6	Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling 2022-02-10	코드 1
VWL-M	Mean IoU 70.6	Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling 2022-02-10	코드 1
ISIM (ResNet-101)	Mean IoU 70.51	ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation 2022-11-22	코드 1
DRS (DeepLabV2-R101)	Mean IoU 70.4	Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation 2021-03-12	코드 1
ViT-PCM	Mean IoU 70.3	Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation 2022-10-31	코드 1
ClusterCAM	Mean IoU 70.3	Clustering-Guided Class Activation for Weakly Supervised Semantic Segmentation 2024-01-05	코드 1
RIB+Sal (DeepLabV2-ResNet101)	Mean IoU 70.2	Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation 2021-10-13	코드 1
URN(ScaleNet-101, no saliency, no RW)	Mean IoU 70.1	Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation 2021-12-14	코드 1
ICAM	Mean IoU 70.1	Importance Sampling CAMs for Weakly-Supervised Segmentation 2022-03-23	코드 1
PMM(Res2Net101, no saliency, no RW)	Mean IoU 70.0	Pseudo-mask Matters in Weakly-supervised Semantic Segmentation 2021-08-30	코드 1 · 코드 2
URN(ResNet-101, no saliency, no RW)	Mean IoU 69.5	Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation 2021-12-14	코드 1
AMN (DeepLabV2-ResNet101)	Mean IoU 69.5	Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds 2022-03-30	코드 1
RS+EPM (ResNet-50, single-stage)	Mean IoU 69.5	RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks 2022-04-14	코드 1 · 코드 2
LIID (Res2Net-101)	Mean IoU 69.4	Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance Segmentation 2020-09-10	코드 1
URN(ResNet-38, no saliency, no RW)	Mean IoU 69.4	Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation 2021-12-14	코드 1
SLRNet	Mean IoU 69.3	Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation 2022-03-19	코드 1
SIPE (DeepLabV2-ResNet101, no saliency)	Mean IoU 68.8	Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation 2022-03-06	코드 1
WSGCN (MS-COCO-pre-trained weights)	Mean IoU 68.7	Weakly-Supervised Image Semantic Segmentation Using Graph Convolutional Networks 2021-03-31	코드 1
PMM(ResNet38)	Mean IoU 68.5	Pseudo-mask Matters in Weakly-supervised Semantic Segmentation 2021-08-30	코드 1 · 코드 2
PMM(ResNet38, no saliency, no RW)	Mean IoU 68.5	Pseudo-mask Matters in Weakly-supervised Semantic Segmentation 2021-08-30	코드 1 · 코드 2
OC-CSE(ResNet38,no saliency)	Mean IoU 68.4	Unlocking the Potential of Ordinary Classifier: Class-Specific Adversarial Erasing Framework for Weakly Supervised Semantic Segmentation 2021-01-01	코드 1
RIB (DeepLabV2-ResNet101)	Mean IoU 68.3	Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation 2021-10-13	코드 1
GroupWSSS	Mean IoU 68.2	Group-Wise Semantic Mining for Weakly Supervised Semantic Segmentation 2020-12-09	코드 1
AdvCAM (DeepLabV2-ResNet101)	Mean IoU 68.1	Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation 2021-03-16	코드 1
LIID (ResNet-101, +24K SI)	Mean IoU 67.8	Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance Segmentation 2020-09-10	코드 1