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SotA/Computer Vision/Action Localization/50 Salads

Action Localization on 50 Salads

Metric: Acc (higher is better)

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Results

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#Model↕Acc▼Extra DataPaperDate↕Code
1Br-Prompt+ASPnet (RGB, flow, accelerometer)91.4Yes---
2SF-TMN(ASFormer)89.8NoSF-TMN: SlowFast Temporal Modeling Network for S...2023-06-15-
3BaFormer89.5NoEfficient Temporal Action Segmentation via Bound...2024-05-25Code
4DiffAct88.9NoDiffusion Action Segmentation2023-03-31Code
5Semantic2Graph88.6YesSemantic2Graph: Graph-based Multi-modal Feature ...2022-09-13-
6Br-Prompt+ASFormer88.1YesBridge-Prompt: Towards Ordinal Action Understand...2022-03-26Code
7LTContext87.7NoHow Much Temporal Long-Term Context is Needed fo...2023-08-22Code
8UVAST87.4NoUnified Fully and Timestamp Supervised Temporal ...2022-09-01Code
9EUT87.4NoDo we really need temporal convolutions in actio...2022-05-26Code
10DPRN87.2No---
11CETNet86.9NoCross-Enhancement Transformer for Action Segment...2022-05-19Code
12ASFormer+ASRF85.9NoASFormer: Transformer for Action Segmentation2021-10-16Code
13ASFormer85.6NoASFormer: Transformer for Action Segmentation2021-10-16Code
14C2F-TCN84.9NoCoarse to Fine Multi-Resolution Temporal Convolu...2021-05-23Code
15ASRF84.5NoAlleviating Over-segmentation Errors by Detectin...2020-07-14Code
16BCN84.4No--Code
17ASRF + HASR83.9No--Code
18MS-TCN++83.7NoMS-TCN++: Multi-Stage Temporal Convolutional Net...2020-06-16Code
19SSTDA83.2NoAction Segmentation with Joint Self-Supervised T...2020-03-05Code
20DA83.2NoAction Segmentation with Mixed Temporal Domain A...2021-04-15-
21G2L (MS-TCN)82.2NoGlobal2Local: Efficient Structure Search for Vid...2021-01-04Code
22MS-TCN++(sh)82.2NoMS-TCN++: Multi-Stage Temporal Convolutional Net...2020-06-16Code
23ETSN82No--Code
24MS-TCN80.7NoMS-TCN: Multi-Stage Temporal Convolutional Netwo...2019-03-05Code
25DTGRM80NoTemporal Relational Modeling with Self-Supervisi...2020-12-14Code
26DS-TCN80No---
27AUL77.9No--Code
28TW-FINCH (K=avg/activity)66.5NoTemporally-Weighted Hierarchical Clustering for ...2021-03-20Code
29LSTM+AL60.6NoA Perceptual Prediction Framework for Self Super...2018-11-12Code
30TOT+TCL45.3NoUnsupervised Action Segmentation by Joint Repres...2021-05-27Code
31TOT40.6NoUnsupervised Action Segmentation by Joint Repres...2021-05-27Code