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SotA/Computer Vision/Action Localization/50 Salads

Action Localization on 50 Salads

Metric: F1@50% (higher is better)

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#Model↕F1@50%▼Extra DataPaperDate↕Code
1Br-Prompt+ASPnet (RGB, flow, accelerometer)88.5Yes---
2Semantic2Graph87.3YesSemantic2Graph: Graph-based Multi-modal Feature ...2022-09-13-
3BaFormer83.9NoEfficient Temporal Action Segmentation via Bound...2024-05-25Code
4DiffAct83.7NoDiffusion Action Segmentation2023-03-31Code
5SF-TMN(ASFormer)82.9NoSF-TMN: SlowFast Temporal Modeling Network for S...2023-06-15-
6LTContext82NoHow Much Temporal Long-Term Context is Needed fo...2023-08-22Code
7UVAST81.7NoUnified Fully and Timestamp Supervised Temporal ...2022-09-01Code
8Br-Prompt+ASFormer81.3YesBridge-Prompt: Towards Ordinal Action Understand...2022-03-26Code
9EUT81NoDo we really need temporal convolutions in actio...2022-05-26Code
10CETNet80.1NoCross-Enhancement Transformer for Action Segment...2022-05-19Code
11DPRN79.4No---
12ASFormer+ASRF79.3NoASFormer: Transformer for Action Segmentation2021-10-16Code
13ASRF + HASR78.5No--Code
14ASRF77.3NoAlleviating Over-segmentation Errors by Detectin...2020-07-14Code
15ASFormer76NoASFormer: Transformer for Action Segmentation2021-10-16Code
16ETSN75.4No--Code
17BCN74No--Code
18SSTDA73.8NoAction Segmentation with Joint Self-Supervised T...2020-03-05Code
19C2F-TCN72.6NoCoarse to Fine Multi-Resolution Temporal Convolu...2021-05-23Code
20DA72.5NoAction Segmentation with Mixed Temporal Domain A...2021-04-15-
21MS-TCN++70.1NoMS-TCN++: Multi-Stage Temporal Convolutional Net...2020-06-16Code
22G2L (MS-TCN)69.8NoGlobal2Local: Efficient Structure Search for Vid...2021-01-04Code
23MS-TCN++(sh)68.3NoMS-TCN++: Multi-Stage Temporal Convolutional Net...2020-06-16Code
24AUL67.1No--Code
25DTGRM66.1NoTemporal Relational Modeling with Self-Supervisi...2020-12-14Code
26DS-TCN65.78No---
27MS-TCN64.5NoMS-TCN: Multi-Stage Temporal Convolutional Netwo...2019-03-05Code