Action Segmentation On Gtea 1

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Acc

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F1@10%

F1@25%

F1@50%

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	Acc	Edit	F1@10%	F1@25%	F1@50%	Paper Title	Repository
SF-TMN(ASFormer)	83.0	88.9	91.9	90.7	83.1	SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition	-
AUL	69.2	84.0	88.2	85.5	67.3	Is Weakly-supervised Action Segmentation Ready For Human-Robot Interaction? No, Let's Improve It With Action-union Learning
MS-TCN	79.2	81.4	87.5	85.4	74.6	MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation
ASRF	77.3	83.7	89.4	87.8	79.8	Alleviating Over-segmentation Errors by Detecting Action Boundaries
ASRF + HASR	76.9	84.5	89.2	87.2	74.8	Refining Action Segmentation With Hierarchical Video Representations
TDRN	70.1	74.1	79.2	74.4	62.7	Temporal Deformable Residual Networks for Action Segmentation in Videos	-
DPRN	82.0	90.9	92.9	92.0	82.9	Maximization and restoration: Action segmentation through dilation passing and temporal reconstruction	-
Br-Prompt+ASFormer	81.2	91.6	94.1	92.0	83.0	Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos
BaFormer	83.0	88.7	92.0	91.3	83.5	Efficient Temporal Action Segmentation via Boundary-aware Query Voting
DiffAct	82.2	89.6	92.5	91.5	84.7	Diffusion Action Segmentation
ASFormer	79.7	84.6	90.1	88.8	79.2	ASFormer: Transformer for Action Segmentation
BCN	79.8	84.4	88.5	87.1	77.3	Boundary-Aware Cascade Networks for Temporal Action Segmentation
DS-TCN	78.10	84.05	88.30	85.44	72.84	Depthwise Separable Temporal Convolutional Network for Action Segmentation	-
FACT	84.5	93.5	96.1	95.6	87.5	FACT: Frame-Action Cross-Attention Temporal Modeling for Efficient Action Segmentation
MS-TCN++	80.1	83.5	88.8	85.7	76.0	MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation
UVAST	80.2	92.1	92.7	91.3	81	Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation
ED-TCN	64.0	-	72.2	69.3	56.0	Temporal Convolutional Networks for Action Segmentation and Detection
CETNet	80.3	87.9	91.8	91.2	81.3	Cross-Enhancement Transformer for Action Segmentation
BIT	82.0	92.6	94.8	92.8	82.6	BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation	-
SSTDA + HASR	78.7	87.5	90.9	88.6	76.4	Refining Action Segmentation With Hierarchical Video Representations

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