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.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
SemPLeS (Swin-L)	Mean IoU 83.4	Semantic Prompt Learning for Weakly-Supervised Semantic Segmentation 2024-01-22	코드 1
FMA-WSSS (Swin-L)	Mean IoU 82.6	Foundation Model Assisted Weakly Supervised Semantic Segmentation 2023-12-06	코드 1
DHR (Swin-L, Mask2Former)	Mean IoU 82.3	DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation 2024-03-30	코드 1
CoSA (SWIN-B, multi-stage)	Mean IoU 81.4	Weakly Supervised Co-training with Swapping Assignments for Semantic Segmentation 2024-02-27	코드 1
WeakTr (ViT-S, multi-stage)	Mean IoU 78.4	WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation 2023-04-03	코드 1
MARS (ResNet-101, multi-stage)	Mean IoU 77.7	MARS: Model-agnostic Biased Object Removal without Additional Supervision for Weakly-Supervised Semantic Segmentation 2023-04-19	코드 1
WSSS-SAM(ResNet-101, multi-stage)	Mean IoU 77.2	An Alternative to WSSS? An Empirical Study of the Segment Anything Model (SAM) on Weakly-Supervised Semantic Segmentation Problems 2023-05-02	코드 1
CoSA (ViT-B, single-stage)	Mean IoU 76.4	Weakly Supervised Co-training with Swapping Assignments for Semantic Segmentation 2024-02-27	코드 1
QA-CLIMS	Mean IoU 75.6	Question-Answer Cross Language Image Matching for Weakly Supervised Semantic Segmentation 2024-01-18	코드 1
ISIM (ResNeSt-200)	Mean IoU 74.90	ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation 2022-11-22	코드 1
RS+EPM (ResNet-101, multi-stage)	Mean IoU 74.4	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
FBR	Mean IoU 74.2	Fine-grained Background Representation for Weakly Supervised Semantic Segmentation 2024-06-22	코드 1
WeakTr (DeiT-S, multi-stage)	Mean IoU 74.0	WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation 2023-04-03	코드 1
CLIP-ES(DeepLabV2-ResNet101)	Mean IoU 73.8	CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation 2022-12-16	코드 1
BECO(DeepLabV3Plus+MiT-B2)	Mean IoU 73.7	Boundary-Enhanced Co-Training for Weakly Supervised Semantic Segmentation 2023-01-01	코드 1
T2MDiffusion(DeepLabV2-ResNet101)	Mean IoU 73.3	From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models 2023-09-08	코드 1
PPC (w/ EPS)	Mean IoU 72.3	Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast 2021-10-14	코드 1
RCA	Mean IoU 72.2	Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation 2022-03-17	코드 1
ORANDNet	Mean IoU 72.2	Precision matters: Precision-aware ensemble for weakly supervised semantic segmentation 2024-06-28	코드 1
L2G (ResNet101, DeepLab-v2)	Mean IoU 72.1	L2G: A Simple Local-to-Global Knowledge Transfer Framework for Weakly Supervised Semantic Segmentation 2022-04-07	코드 1
BECO(DeepLabV3Plus+R101)	Mean IoU 72.1	Boundary-Enhanced Co-Training for Weakly Supervised Semantic Segmentation 2023-01-01	코드 1
Puzzle-CAM (ResNeSt-269)	Mean IoU 71.9	Puzzle-CAM: Improved localization via matching partial and full features 2021-01-27	코드 1 · 코드 2 · 코드 3 · 코드 4
ACR (DeepLabV1-ResNet38)	Mean IoU 71.9	Weakly Supervised Semantic Segmentation via Adversarial Learning of Classifier and Reconstructor 2023-01-01	코드 1
GETAM(vit-hybrid)	Mean IoU 71.7	GETAM: Gradient-weighted Element-wise Transformer Attention Map for Weakly-supervised Semantic segmentation 2021-12-06	코드 1
ADELE (DeepLabV1-ResNet38)	Mean IoU 71.6	Adaptive Early-Learning Correction for Segmentation from Noisy Annotations 2021-10-07	코드 1 · 코드 2
URN(Res2Net-101, no saliency, no RW)	Mean IoU 71.2	Uncertainty Estimation via Response Scaling for Pseudo-mask Noise Mitigation in Weakly-supervised Semantic Segmentation 2021-12-14	코드 1
SFC(ResNet-101)	Mean IoU 71.2	SFC: Shared Feature Calibration in Weakly Supervised Semantic Segmentation 2024-01-22	코드 1
ACR-WSSS(DeepLabV1-ResNet101)	Mean IoU 71.2	All-pairs Consistency Learning for Weakly Supervised Semantic Segmentation 2023-08-08	코드 1
EPS(DeepLabV1-ResNet101)	Mean IoU 71.0	Railroad is not a Train: Saliency as Pseudo-pixel Supervision for Weakly Supervised Semantic Segmentation 2021-05-19	코드 1
DRS (DeepLabV3Plus+R101)	Mean IoU 71.0	Discriminative Region Suppression for Weakly-Supervised Semantic Segmentation 2021-03-12	코드 1